{
  "version": 1,
  "runAt": "2026-09-06T01:47:33.806Z",
  "codeBase": "cda89a61853b74b111d03ab7282b0f7bd929cbb9",
  "execution": "Local Node 22 harness using the production parser, role rules, model request and merge functions. No customer records or upload notifications.",
  "modelRunsPerCase": 2,
  "cases": [
    {
      "id": "baseline",
      "roleId": "diesel-fitter",
      "purpose": "Explicit relevant wording in a complete fictional CV",
      "text": "Alex Morgan — fictional test applicant\nPerth WA · alex@example.com\nTarget role: HD diesel fitter\nProfessional summary\nTrade qualified diesel fitter with a completed apprenticeship and workshop maintenance experience. Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment. Works on hydraulic systems, engines and transmissions, following isolation and permit to work procedures. Records completed tasks in SAP work orders and communicates remaining faults at shift handover.\nEmployment history\nDiesel fitter, Example Engineering, March 2022 to present.\nInspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance instructions to plan servicing, replace worn components and check the completed work. Follow workshop safety procedures and report hazards. Discuss task changes with the crew before restarting work. Keep tools and work areas organised and record parts used against each job.\nEducation and qualifications\nCertificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship.\nAvailability\nBased in Perth. Available after two weeks notice and willing to discuss FIFO rosters.",
      "inputSha256": "616c3fe896f6cc0f43648be04970fa5bf12cd6dec8170fdd65661c2738e0bc34",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Trade qualification",
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems",
          "Location and work availability"
        ],
        "missing": [],
        "score": 100
      },
      "runs": [
        {
          "rawModel": {
            "score": 86,
            "verdict": "Strong topic coverage across all seven review areas with clear, specific evidence throughout the CV.",
            "summary": "Alex Morgan presents as a trade-qualified diesel fitter with directly relevant experience across the majority of review topics. The CV consistently links to HD equipment brands, hydraulic and mechanical systems, isolation and permit procedures, and maintenance recording in SAP. FIFO availability is addressed. The only notable gap is that no specific FIFO or remote site experience is mentioned, though Perth-based availability and willingness to discuss rosters is stated.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Certificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment... Inspect equipment, identify defects and explain repair requirements to the supervisor."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment"
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover"
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Trade qualification confirmed",
                "detail": "Certificate III in Engineering Mechanical Trade (2021) with a completed apprenticeship is explicitly stated, providing a clear foundation for an HD/diesel fitter role."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Named HD equipment brands present",
                "detail": "Caterpillar and Komatsu are both named in the summary, which are common heavy equipment brands in Australian mining. No specific model numbers are provided, but brand-level familiarity is documented."
              },
              {
                "id": "F03",
                "status": "ok",
                "title": "Hydraulics, engines and transmissions addressed",
                "detail": "The summary explicitly lists hydraulic systems, engines and transmissions as areas of work, covering core mechanical competencies relevant to HD fitting."
              },
              {
                "id": "F04",
                "status": "ok",
                "title": "Isolation and permit to work referenced",
                "detail": "Permit to work and isolation procedures are mentioned in the summary. The CV does not elaborate on specific lock-out/tag-out steps, though absence of detail does not confirm absence of competency."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "SAP work order recording demonstrated",
                "detail": "SAP is named as the maintenance management system used, which is widely adopted across Australian mining operations."
              },
              {
                "id": "F06",
                "status": "warn",
                "title": "No prior FIFO or site-based experience stated",
                "detail": "Employment history references workshop-based work only. Willingness to do FIFO is noted, but the CV does not describe experience with remote site conditions, camp living, or site-specific inductions. This is a gap in demonstrated context rather than a qualification gap."
              },
              {
                "id": "F07",
                "status": "warn",
                "title": "Limited detail on fault-finding methodology",
                "detail": "Fault finding is mentioned in the summary but the employment history section focuses on inspection, component replacement and planning rather than describing diagnostic tools, fault codes or systematic troubleshooting approaches. Expanding this would strengthen the CV."
              }
            ],
            "recommendations": [
              "In the employment history, add one or two specific examples of fault-finding scenarios — for instance, diagnosing a hydraulic fault or an engine fault code — to show diagnostic depth rather than listing fault finding as a general capability.",
              "If any site-based, shutdown or labour-hire work has been undertaken, include it to address the workshop-only context currently presented and give reviewers confidence in site environment adaptability.",
              "Consider specifying the types or classes of Caterpillar and Komatsu equipment worked on (for example, haul trucks, excavators, dozers) so the scope of HD experience is immediately clear.",
              "Expand briefly on isolation and permit to work experience — for example, noting LOTO steps followed or the number of energy sources managed — to move this beyond a passing reference.",
              "Mention any relevant ancillary tickets or cards held (for example, White Card, HR licence, EWP) as these are routinely checked for site access and would strengthen the availability and site-readiness section."
            ]
          },
          "repeat": 1,
          "elapsedMs": 24191,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        },
        {
          "rawModel": {
            "score": 71,
            "verdict": "Good topic coverage across core trade and technical areas with some gaps in site-specific and systems detail.",
            "summary": "Alex Morgan holds a completed Certificate III in Engineering Mechanical Trade and current diesel fitting experience. The CV addresses the majority of review topics including fault finding, hydraulics and mechanical systems, isolation and permit procedures, and maintenance records via SAP. Equipment references are limited to brand names without model specifics. FIFO availability is confirmed. Work records and maintenance systems are well evidenced. The CV reads clearly and is relevant to an HD diesel fitter role.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Certificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Inspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance instructions to plan servicing, replace worn components and check the completed work."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Trade qualification confirmed",
                "detail": "A completed Certificate III in Engineering Mechanical Trade is stated with an apprenticeship completion date of 2021. No expiry applies to this qualification."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Fault finding and servicing experience present",
                "detail": "The CV describes inspecting equipment, identifying defects, planning servicing, replacing components and verifying completed work, which is consistent with HD fitter duties."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "Equipment references lack model-level detail",
                "detail": "Caterpillar and Komatsu are named in the summary but no specific models or classes of heavy equipment are listed. For an HD fitter role, naming machine types (e.g. haul trucks, excavators, dozers) would strengthen the CV."
              },
              {
                "id": "F04",
                "status": "ok",
                "title": "Hydraulics, engines and transmissions covered",
                "detail": "The summary explicitly lists hydraulic systems, engines and transmissions as areas of work, covering the core mechanical systems expected in an HD fitter context."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "Isolation and permit to work procedures stated",
                "detail": "The candidate references following isolation and permit to work procedures. No specific standard (e.g. site LOTO or AS/NZS) is cited, but the practice is acknowledged."
              },
              {
                "id": "F06",
                "status": "ok",
                "title": "SAP work orders and shift handover documented",
                "detail": "SAP is named as the maintenance system used, and shift handover communication of outstanding faults is described, demonstrating familiarity with formal job recording."
              },
              {
                "id": "F07",
                "status": "ok",
                "title": "Perth-based with FIFO availability confirmed",
                "detail": "The candidate states Perth residency and willingness to discuss FIFO rosters, with a two-week notice period stated clearly."
              },
              {
                "id": "F08",
                "status": "warn",
                "title": "No mention of tickets or ancillary competencies",
                "detail": "Common site competencies such as a driver's licence, EWP, working at heights or first aid are not mentioned. Their absence in the CV does not confirm the candidate lacks them, but including them would be typical for an HD fitter application."
              }
            ],
            "recommendations": [
              "Specify the types and, where possible, the models of heavy equipment maintained (e.g. Caterpillar 793 haul trucks, Komatsu PC5500 excavators) to give hiring managers a clearer picture of hands-on exposure.",
              "Describe the scale of the workshop environment — fleet size, shift structure or output targets — to provide context for the experience claimed.",
              "If you hold a manual driver's licence, first aid certificate, EWP ticket or any other site-entry competencies, list them in a dedicated licences and tickets section as these are routinely expected in FIFO HD fitter roles.",
              "Expand on the types of hydraulic and mechanical repairs carried out (e.g. cylinder rebuilds, pump overhauls, gearbox replacements) to demonstrate depth of hands-on skill beyond the system categories already named.",
              "Consider noting any exposure to specific site safety standards or isolation procedures (e.g. multi-lock LOTO, energy isolation registers) to add specificity to the permit-to-work reference."
            ]
          },
          "repeat": 2,
          "elapsedMs": 24008,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        }
      ]
    },
    {
      "id": "equivalent-wording",
      "roleId": "diesel-fitter",
      "purpose": "Similar work described without several exact topic keywords",
      "text": "Alex Morgan — fictional test applicant\nPerth WA · alex@example.com\nTarget role: HD diesel fitter\nProfessional summary\nMechanic who completed formal training in the trade and workshop upkeep experience. Carries out investigating breakdowns, repairs and planned servicing on Caterpillar and Komatsu equipment. Works on fluid-power systems, engines and transmissions, following disconnecting energy sources and authorised work controls procedures. Records completed tasks in electronic job records and communicates remaining faults at shift handover.\nEmployment history\nDiesel fitter, Example Engineering, March 2022 to present.\nInspect equipment, identify defects and explain repair requirements to the supervisor. Use upkeep instructions to plan servicing, replace worn components and check the completed work. Follow workshop safety procedures and report hazards. Discuss task changes with the crew before restarting work. Keep tools and work areas organised and record parts used against each job.\nEducation and qualifications\nMechanical trade programme completed at Example Institute in 2021.\nAvailability\nBased in Perth. Available after two weeks notice and willing to discuss FIFO rosters.",
      "inputSha256": "3e24afa4c745ac890764c58952f2435b1a10731c0efa2d40bbcc27df7129ecd3",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Location and work availability"
        ],
        "missing": [
          "Trade qualification",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems"
        ],
        "score": 43
      },
      "runs": [
        {
          "rawModel": {
            "score": 71,
            "verdict": "Solid coverage across most review topics with some detail gaps worth addressing.",
            "summary": "Alex Morgan presents as a qualified diesel fitter with hands-on experience on Caterpillar and Komatsu equipment, hydraulics and mechanical systems, isolation procedures, and electronic maintenance records. The CV covers six of seven review topics at least partially. The main gap is the absence of any specific equipment models, which limits the depth of the equipment topic. The trade qualification is stated but not formally named or ticket-referenced, which is worth clarifying. Location and FIFO availability are clearly addressed.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Mechanical trade programme completed at Example Institute in 2021."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out investigating breakdowns, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "planned servicing on Caterpillar and Komatsu equipment"
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on fluid-power systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following disconnecting energy sources and authorised work controls procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in electronic job records and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "warn",
                "title": "Trade qualification not formally named",
                "detail": "The CV states a 'Mechanical trade programme completed at Example Institute in 2021' but does not specify the certificate level (e.g. Certificate III in Heavy Commercial Vehicle Mechanical Technology or equivalent) or confirm that a trade certificate was issued. Reviewers familiar with Australian trade qualifications will look for this detail."
              },
              {
                "id": "F02",
                "status": "warn",
                "title": "Equipment named at brand level only",
                "detail": "Caterpillar and Komatsu are mentioned but no machine models or classes are listed (e.g. 793 haul truck, PC5500 excavator, D11 dozer). For an HD fitter role, specific model experience is a common point of comparison between candidates."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "Isolation and permit language is paraphrased",
                "detail": "'Disconnecting energy sources and authorised work controls procedures' reads as a rewording of LOTO/LOTOTO and permit-to-work processes rather than using industry-standard terminology. Readers may not immediately recognise the reference."
              },
              {
                "id": "F04",
                "status": "ok",
                "title": "Maintenance systems usage evidenced",
                "detail": "Electronic job records and shift handover communication are both mentioned, indicating familiarity with structured maintenance record-keeping consistent with CMMS use in mining workshops."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "FIFO and location clearly stated",
                "detail": "Perth base, two-week notice period and willingness to discuss FIFO rosters are all explicitly stated, covering availability expectations for a remote or site-based role."
              },
              {
                "id": "F06",
                "status": "warn",
                "title": "No mention of component rebuild or specific repair achievements",
                "detail": "The employment history describes general duties without examples of significant repairs, component rebuilds or fault-finding outcomes that would illustrate depth of experience in an HD fitter context."
              }
            ],
            "recommendations": [
              "State the full qualification name and certificate level (e.g. Certificate III) so reviewers can immediately confirm trade completion against Australian standards.",
              "List specific equipment models maintained alongside the Caterpillar and Komatsu brand references to give a clearer picture of machine class and complexity.",
              "Replace paraphrased isolation language with the standard industry terms (e.g. LOTO, LOTOTO, permit-to-work) so the reference is unambiguous to mining recruiters and supervisors.",
              "Add one or two concrete examples of fault-finding outcomes or major component work (e.g. engine or transmission overhaul) to demonstrate practical depth rather than general duties only.",
              "If a CMMS platform has been used (e.g. SAP PM, JDE, Pronto), name it in the work records section to strengthen the maintenance systems evidence."
            ]
          },
          "repeat": 1,
          "elapsedMs": 23527,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        },
        {
          "rawModel": {
            "score": 71,
            "verdict": "Solid foundational coverage across most review topics with some areas needing sharper detail.",
            "summary": "Alex Morgan presents as a qualified diesel fitter with hands-on experience on Caterpillar and Komatsu equipment, documented exposure to hydraulics, isolation procedures, and electronic maintenance records. The CV covers most review topics at least partially, though several areas lack the specificity expected for a HD fitter role — particularly around named equipment models, the nature of the trade qualification, and the depth of hydraulic and fault-finding work described.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Mechanical trade programme completed at Example Institute in 2021."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out investigating breakdowns, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "planned servicing on Caterpillar and Komatsu equipment"
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on fluid-power systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following disconnecting energy sources and authorised work controls procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in electronic job records and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "warn",
                "title": "Trade qualification lacks formal detail",
                "detail": "The CV references a 'Mechanical trade programme completed at Example Institute in 2021' but does not name the qualification (e.g. Certificate III in Engineering — Diesel Plant Technology) or confirm Australian recognition or apprenticeship completion. This makes it difficult to confirm the credential is a recognised Australian trade certificate."
              },
              {
                "id": "F02",
                "status": "warn",
                "title": "Equipment names are not model-specific",
                "detail": "Caterpillar and Komatsu are named but no specific machine types or models are listed (e.g. 785 haul truck, D11 dozer, PC5500 excavator). HD fitter roles typically involve distinct machine families; greater specificity would strengthen this section."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "Hydraulics experience described in general terms",
                "detail": "'Fluid-power systems' is referenced in the summary but the employment history does not provide examples of specific hydraulic fault finding, component replacement, or testing work. The depth of hands-on hydraulic experience is unclear."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "Isolation and permit language is paraphrased",
                "detail": "The phrase 'disconnecting energy sources and authorised work controls procedures' suggests familiarity with isolation and LOTO/permit-to-work concepts but does not confirm experience with a formal site permit system (e.g. Danger Tags, Out of Service Tags, or a named PTW system)."
              },
              {
                "id": "F05",
                "status": "warn",
                "title": "Maintenance system not named",
                "detail": "'Electronic job records' is mentioned but the specific CMMS or system used (e.g. SAP PM, Pronto, Ellipse, JDE) is not identified. Naming the system would confirm practical familiarity."
              },
              {
                "id": "F06",
                "status": "ok",
                "title": "FIFO availability clearly stated",
                "detail": "The candidate explicitly states willingness to discuss FIFO rosters and is Perth-based, which is well suited to Western Australian mine site commutes."
              },
              {
                "id": "F07",
                "status": "ok",
                "title": "Fault finding and planned maintenance both referenced",
                "detail": "The CV covers both reactive work (investigating breakdowns) and preventive work (planned servicing, use of upkeep instructions), demonstrating a balanced maintenance approach."
              }
            ],
            "recommendations": [
              "State the full name and level of the trade qualification (e.g. Certificate III in Engineering — Diesel Plant Technology) and clarify whether it was completed via a formal Australian apprenticeship.",
              "List specific Caterpillar and Komatsu machine types or models maintained (e.g. 793 haul truck, WA600 loader) so reviewers can quickly assess relevance to their fleet.",
              "Expand the hydraulics section with concrete examples — for instance, types of components replaced (cylinders, control valves, pumps) or specific fault-finding tasks completed.",
              "Replace the paraphrased isolation language with the actual procedure or tag system used on site (e.g. Danger Tag, Multi-lock LOTO, Permit to Work) to confirm procedural compliance experience.",
              "Name the electronic maintenance or CMMS system used (e.g. SAP PM, Pronto, Ellipse) to demonstrate practical system familiarity for HD fitter environments."
            ]
          },
          "repeat": 2,
          "elapsedMs": 30113,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        }
      ]
    },
    {
      "id": "qualification-not-held",
      "roleId": "diesel-fitter",
      "purpose": "Explicit denial of the trade qualification",
      "text": "Alex Morgan — fictional test applicant\nPerth WA · alex@example.com\nTarget role: HD diesel fitter\nProfessional summary\nWorkshop assistant without a completed trade qualification or apprenticeship and workshop maintenance experience. Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment. Works on hydraulic systems, engines and transmissions, following isolation and permit to work procedures. Records completed tasks in SAP work orders and communicates remaining faults at shift handover.\nEmployment history\nDiesel fitter, Example Engineering, March 2022 to present.\nInspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance instructions to plan servicing, replace worn components and check the completed work. Follow workshop safety procedures and report hazards. Discuss task changes with the crew before restarting work. Keep tools and work areas organised and record parts used against each job.\nEducation and qualifications\nI do not hold a Certificate III, trade certificate or completed apprenticeship. I assist qualified mechanics and do not claim to be trade qualified.\nAvailability\nBased in Perth. Available after two weeks notice and willing to discuss FIFO rosters.",
      "inputSha256": "13272a1aa42dd78e9805b5dcf9811933f1291a085f91b8d116f38f598b6f9169",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems",
          "Location and work availability"
        ],
        "missing": [
          "Trade qualification"
        ],
        "score": 86
      },
      "runs": [
        {
          "rawModel": {
            "score": 57,
            "verdict": "Partial topic coverage. The CV shows relevant hands-on maintenance experience and good safety awareness, but the explicit absence of a trade qualification is a significant gap for an HD Diesel Fitter role, and several topics lack sufficient detail.",
            "summary": "Alex Morgan is a Perth-based workshop assistant targeting an HD Diesel Fitter role. The CV covers fault finding, hydraulics, isolation procedures, SAP-based work records, and FIFO availability. However, Alex explicitly states no Certificate III, trade certificate, or completed apprenticeship is held, which is a notable gap for a trade-titled role. Equipment brands (Caterpillar and Komatsu) are named but specific models or machine classes are absent. Overall topic coverage is moderate.",
            "matched": [
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment"
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "weight": 1,
                "why": "Alex explicitly states: 'I do not hold a Certificate III, trade certificate or completed apprenticeship.' No trade qualification is held or pending."
              }
            ],
            "findings": [
              {
                "id": "F1",
                "status": "fail",
                "title": "No trade qualification held",
                "detail": "The CV explicitly and repeatedly states Alex does not hold a Certificate III, trade certificate, or completed apprenticeship. This is directly relevant for a role titled HD Diesel Fitter, which conventionally requires a recognised trade qualification."
              },
              {
                "id": "F2",
                "status": "ok",
                "title": "Relevant hands-on maintenance experience",
                "detail": "The CV describes fault finding, planned servicing, component replacement, and inspection on Caterpillar and Komatsu equipment from March 2022 to present, indicating approximately three years of practical workshop exposure."
              },
              {
                "id": "F3",
                "status": "ok",
                "title": "Hydraulics and drivetrain systems covered",
                "detail": "Alex references working on hydraulic systems, engines, and transmissions, which aligns well with the scope of an HD Diesel Fitter role."
              },
              {
                "id": "F4",
                "status": "ok",
                "title": "Isolation and permit to work procedures acknowledged",
                "detail": "Isolation and permit to work procedures are mentioned in the summary, and safe work communication practices are referenced in the employment history."
              },
              {
                "id": "F5",
                "status": "ok",
                "title": "SAP work order recording confirmed",
                "detail": "Alex records completed tasks in SAP work orders and communicates outstanding faults at shift handover, demonstrating familiarity with a widely used mine-site CMMS."
              },
              {
                "id": "F6",
                "status": "warn",
                "title": "Equipment detail is limited to brand names only",
                "detail": "Caterpillar and Komatsu are named but no specific models, machine classes (e.g. 785, 930E, D11), or component depths are provided. This limits evidence of HD-level equipment experience."
              },
              {
                "id": "F7",
                "status": "warn",
                "title": "Role title may not reflect actual authorisation level",
                "detail": "Alex's current job title is 'Diesel Fitter' but the qualification section clarifies an assistant or support role working alongside qualified mechanics. The CV title may overstate the level of autonomous trade work performed."
              },
              {
                "id": "F8",
                "status": "ok",
                "title": "FIFO availability confirmed",
                "detail": "Alex is Perth-based, available on two weeks' notice, and willing to discuss FIFO rosters, which suits remote mining operations."
              }
            ],
            "recommendations": [
              "Clarify the trade qualification status prominently — if an apprenticeship or Recognition of Prior Learning (RPL) assessment is underway or planned, state this explicitly so the CV accurately reflects the candidate's pathway.",
              "Specify the Caterpillar and Komatsu equipment models or classes maintained (e.g. 785C haul truck, PC5500 excavator) to demonstrate HD-level scope rather than general workshop exposure.",
              "Distinguish between tasks performed independently and tasks performed under supervision of a qualified tradesperson, so readers can accurately assess the level of autonomous work Alex undertakes.",
              "Expand the isolation and permit to work section with the type of procedures followed (e.g. LOTO, energy isolation, confined space permits) and any relevant site inductions or safety tickets held.",
              "If Alex holds any ancillary credentials — such as a forklift licence, EWP ticket, or site-specific safety inductions — these should be listed as they demonstrate competency relevant to workshop environments."
            ]
          },
          "repeat": 1,
          "elapsedMs": 24679,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [
            "Trade qualification"
          ],
          "score": 86,
          "findings": []
        },
        {
          "rawModel": {
            "score": 57,
            "verdict": "Moderate topic coverage with a critical gap: the candidate explicitly states they hold no trade qualification, which is the foundational credential for an HD/diesel fitter role.",
            "summary": "Alex Morgan presents hands-on workshop experience including fault finding, hydraulics, isolation and permit procedures, and SAP work-order recording on Caterpillar and Komatsu equipment. However, the CV explicitly and repeatedly discloses that no trade qualification, Certificate III, or completed apprenticeship is held. Five of the seven review topics show some evidence; trade qualification is an explicit absence, and specific FIFO or mine-site experience is not mentioned.",
            "matched": [
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment"
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover"
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "weight": 1,
                "why": "The candidate explicitly states: 'I do not hold a Certificate III, trade certificate or completed apprenticeship.' No trade qualification is present."
              }
            ],
            "findings": [
              {
                "id": "F1",
                "status": "fail",
                "title": "No trade qualification held",
                "detail": "The CV contains an unambiguous self-disclosure: 'I do not hold a Certificate III, trade certificate or completed apprenticeship. I assist qualified mechanics and do not claim to be trade qualified.' This directly contradicts the target role of HD diesel fitter, which conventionally requires a recognised trade credential."
              },
              {
                "id": "F2",
                "status": "warn",
                "title": "Job title inconsistent with disclosed qualification status",
                "detail": "The employment history lists the role as 'Diesel fitter' at Example Engineering, yet the candidate clarifies they work as a workshop assistant under qualified mechanics. This inconsistency between the job title and the stated scope of work may draw scrutiny from reviewers."
              },
              {
                "id": "F3",
                "status": "ok",
                "title": "Relevant equipment brands named",
                "detail": "Caterpillar and Komatsu are both major HD equipment brands common in Australian mining. Naming them adds specificity to the maintenance experience described."
              },
              {
                "id": "F4",
                "status": "ok",
                "title": "SAP work-order experience evidenced",
                "detail": "Use of SAP for recording completed tasks is a practical system skill aligned with mine-site maintenance environments."
              },
              {
                "id": "F5",
                "status": "ok",
                "title": "Isolation and permit to work procedures referenced",
                "detail": "The candidate references following isolation and permit to work procedures, which is relevant to safe maintenance practice in mining contexts."
              },
              {
                "id": "F6",
                "status": "warn",
                "title": "No mine-site or FIFO experience stated",
                "detail": "The CV does not reference any prior mine-site, remote or FIFO work. Willingness to do FIFO is noted, but no evidence of having done so is provided."
              }
            ],
            "recommendations": [
              "Clarify the job title used in the employment history to accurately reflect the workshop assistant scope described, so the title and duties are consistent.",
              "If an apprenticeship or recognition of prior learning (RPL) pathway toward a Certificate III is in progress or planned, state that clearly with any enrolment or RPL assessment details.",
              "Expand the duties section to quantify the maintenance work performed — for example, types of components replaced, frequency of servicing tasks, or scale of equipment — to strengthen the practical experience picture.",
              "If any site-based, remote or FIFO work has been undertaken in any industry, include it to demonstrate familiarity with that working arrangement.",
              "List any relevant tickets, cards or short courses held (for example, white card, first aid, forklift, EWP) to round out the safety and compliance profile."
            ]
          },
          "repeat": 2,
          "elapsedMs": 21990,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [
            "Trade qualification"
          ],
          "score": 86,
          "findings": []
        }
      ]
    },
    {
      "id": "details-removed",
      "roleId": "diesel-fitter",
      "purpose": "Qualifications, equipment, systems and procedures omitted",
      "text": "Alex Morgan — fictional test applicant\nPerth WA · alex@example.com\nEmployment history\nWorkshop worker, Example Engineering, March 2022 to present. Complete assigned workshop tasks, work with colleagues and report issues to the supervisor. Keep the work area organised and follow instructions. Seeking a new role. Available after two weeks notice.",
      "inputSha256": "d98360596c5a835cbd4cf57c02c4cec3247dcbda35223abb0fc7763cddc9b5ff",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Location and work availability"
        ],
        "missing": [
          "Trade qualification",
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems"
        ],
        "score": 14
      },
      "runs": [
        {
          "rawModel": {
            "score": 14,
            "verdict": "Very limited topic coverage for an HD/diesel fitter role. The CV presents general workshop labour experience but provides almost no specific detail across the review topics.",
            "summary": "Alex Morgan is a Perth-based workshop worker with approximately three years of general workshop experience at Example Engineering. The CV is brief and non-specific, offering very little evidence against the common HD/diesel fitter review topics. No trade qualification, technical systems knowledge, or maintenance detail is mentioned.",
            "matched": [
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Perth WA … Available after two weeks notice."
              }
            ],
            "missing": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "weight": 1,
                "why": "No trade qualification, apprenticeship, or formal training is mentioned anywhere in the CV."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "weight": 1,
                "why": "The CV describes only generic workshop tasks and does not reference any maintenance activities or fault-finding work."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "weight": 1,
                "why": "No specific plant, vehicles, or heavy equipment is named in the CV."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "weight": 1,
                "why": "No reference to hydraulic, pneumatic, or mechanical systems work appears in the CV."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "weight": 1,
                "why": "No mention of LOTO, isolation procedures, or permit-to-work systems."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "weight": 1,
                "why": "No reference to CMMS, job cards, service records, or any maintenance documentation system."
              }
            ],
            "findings": [
              {
                "id": "F01",
                "status": "warn",
                "title": "CV is highly generic",
                "detail": "Duties are described in broad terms ('complete assigned workshop tasks', 'follow instructions') with no technical specifics. This makes it very difficult to assess capability against HD/diesel fitter review topics."
              },
              {
                "id": "F02",
                "status": "warn",
                "title": "No trade qualification mentioned",
                "detail": "Neither a Certificate III in Engineering (Mobile Plant Technology or Heavy Commercial Vehicle) nor an apprenticeship is referenced. This is a significant gap for an HD/diesel fitter CV."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "No equipment or systems detail",
                "detail": "The CV does not name any machinery, engines, hydraulic systems, or diagnostic tools worked on during the three years at Example Engineering."
              },
              {
                "id": "F04",
                "status": "ok",
                "title": "Perth-based with clear availability",
                "detail": "Candidate is located in Perth WA and has stated a two-week notice period, which is clear and practical information for a prospective employer."
              },
              {
                "id": "F05",
                "status": "warn",
                "title": "No safety systems referenced",
                "detail": "Isolation, LOTO, permit-to-work, or site safety processes are not mentioned, which are commonly expected in workshop and mining maintenance environments."
              }
            ],
            "recommendations": [
              "Specify any trade qualification, apprenticeship, or formal training (e.g. Certificate III in Engineering) including the awarding institution and completion or current status.",
              "List the specific equipment, plant, or vehicles worked on at Example Engineering, including make and model where possible (e.g. Caterpillar, Komatsu, Cummins engines).",
              "Describe actual maintenance and fault-finding tasks performed, such as engine overhauls, drivetrain repairs, component replacements, or diagnostics.",
              "Include any experience with hydraulic or mechanical systems, even if learned in a general workshop context, and name the systems or components involved.",
              "Note any safety or compliance experience, such as use of isolation procedures, LOTO, job hazard analyses, or permit-to-work systems.",
              "Mention any maintenance management or documentation systems used, such as job cards, service logs, or CMMS software (e.g. SAP, Pronto, JD Edwards).",
              "If FIFO or remote site work is of interest, state this explicitly along with roster preferences to help employers assess fit."
            ]
          },
          "repeat": 1,
          "elapsedMs": 20771,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Location and work availability"
          ],
          "missing": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems"
          ],
          "score": 14,
          "findings": []
        },
        {
          "rawModel": {
            "score": 14,
            "verdict": "Very limited CV coverage of the selected role topics. The CV describes general workshop labour with minimal specific detail across almost all HD/diesel fitter review areas.",
            "summary": "Alex Morgan is a current workshop worker in Perth with roughly three years of general engineering workshop experience. The CV is extremely brief and provides little specifics about trade qualifications, equipment, systems or processes relevant to an HD/diesel fitter role. Only location/availability and a loose connection to workshop environment are clearly evidenced. All other review topics are absent or unsubstantiated.",
            "matched": [
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Perth WA · Available after two weeks notice."
              }
            ],
            "missing": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "weight": 1,
                "why": "No trade qualification, apprenticeship, Certificate III or any formal credential is mentioned anywhere in the CV."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "weight": 1,
                "why": "The CV references 'assigned workshop tasks' and 'report issues to the supervisor' but provides no detail on maintenance activities, diagnostics or fault finding performed by the candidate."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "weight": 1,
                "why": "No specific equipment, machinery or vehicles are named. The CV does not identify anything the candidate has worked on."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "weight": 1,
                "why": "No mention of hydraulic systems, mechanical components, engine work or any related technical systems."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "weight": 1,
                "why": "No reference to LOTO, isolation procedures, permits to work or any formal safety control systems."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "weight": 1,
                "why": "No CMMS, job cards, service records, defect reporting systems or any maintenance documentation practice is mentioned."
              }
            ],
            "findings": [
              {
                "id": "F01",
                "status": "warn",
                "title": "No trade qualification stated",
                "detail": "The CV contains no reference to a trade certificate, apprenticeship completion or any formal technical qualification. For an HD/diesel fitter role this is a significant gap in documentation, though the CV's brevity means capability cannot be ruled out."
              },
              {
                "id": "F02",
                "status": "warn",
                "title": "Workshop experience lacks technical detail",
                "detail": "Three years at Example Engineering is noted but the description — 'complete assigned workshop tasks' and 'keep the work area organised' — does not convey any specific mechanical, hydraulic or diesel skill. The candidate's actual technical contribution is unclear."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "No equipment or systems identified",
                "detail": "The CV names no machinery, vehicles, engines or systems the candidate has serviced or repaired. Reviewers cannot assess alignment with heavy diesel or mining equipment from the information provided."
              },
              {
                "id": "F04",
                "status": "fail",
                "title": "No safety or isolation procedures documented",
                "detail": "There is no mention of LOTO, tag-out, permit to work or any site safety process. For mining and heavy industry this is a notable absence in the CV."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "Perth-based with clear availability",
                "detail": "Candidate is Perth-based and states availability with two weeks notice, which is straightforward and relevant for FIFO or local site roles."
              },
              {
                "id": "F06",
                "status": "warn",
                "title": "CV is significantly under-developed",
                "detail": "The overall CV is four sentences of employment history with no skills section, no qualifications, no achievements and no elaboration on duties. It does not adequately represent the candidate's capability regardless of actual experience held."
              }
            ],
            "recommendations": [
              "Expand the employment history to describe specific tasks performed at Example Engineering — for example, what types of repairs, servicing or maintenance you contributed to, even in a support capacity.",
              "List any formal qualifications, trade certificates, apprenticeship status or relevant short courses (e.g. EWP, forklift, first aid, white card) that you hold.",
              "Name the specific equipment, plant or vehicles you have worked on or around in the workshop to give reviewers a clearer picture of your exposure.",
              "If you have used any maintenance management systems, job cards or defect reports, describe that in the CV — even basic record-keeping experience is worth noting.",
              "Add a brief skills or summary section that captures your technical strengths, tools used, and any hydraulic or mechanical tasks you have assisted with.",
              "If you have completed any safety training relevant to isolation, LOTO or permit-to-work procedures, include those details in the CV."
            ]
          },
          "repeat": 2,
          "elapsedMs": 24959,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Location and work availability"
          ],
          "missing": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems"
          ],
          "score": 14,
          "findings": []
        }
      ]
    },
    {
      "id": "keyword-list-only",
      "roleId": "diesel-fitter",
      "purpose": "Relevant terms listed without evidence of personal experience",
      "text": "Alex Morgan — fictional test applicant\nPerth WA · alex@example.com\nJob-search notes, not a claim of experience\nThese are words from jobs I have read: trade qualified, Certificate III, completed apprenticeship, maintenance, fault finding, Caterpillar, hydraulic systems, isolation, permit to work, SAP work orders, FIFO. Employment history and qualifications have not been supplied.",
      "inputSha256": "5f7fe51337a6d15b381a32f9f0bd7de90b4e6c6cb23c5f719af481b8d6e7ba30",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Trade qualification",
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems",
          "Location and work availability"
        ],
        "missing": [],
        "score": 100
      },
      "runs": [
        {
          "rawModel": {
            "score": 14,
            "verdict": "The CV contains no verifiable employment history, qualifications or achievements — only self-declared job-search notes. Topic coverage cannot be confirmed from the supplied material.",
            "summary": "Alex Morgan's CV explicitly states that the listed terms are words drawn from job advertisements, not claims of personal experience. No employment history, apprenticeship records, trade certificates or other credentials have been supplied. Every review topic therefore remains unconfirmed. The score of 14 reflects the small number of topics where even a keyword reference appears, but no topic can be genuinely matched because the applicant's own document disclaims the content.",
            "matched": [],
            "missing": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "weight": 1,
                "why": "The document explicitly states terms such as 'trade qualified' and 'Certificate III' are copied from job ads, not personal claims. No apprenticeship completion or certificate is evidenced."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "weight": 1,
                "why": "Words 'maintenance' and 'fault finding' appear but are disclaimed as job-ad language, not the applicant's own experience."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "weight": 1,
                "why": "'Caterpillar' is listed but solely as a keyword from job ads read by the applicant, with no role, site or maintenance task described."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "weight": 1,
                "why": "'Hydraulic systems' appears in the notes but is disclaimed; no hands-on work on hydraulic or mechanical systems is described."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "weight": 1,
                "why": "'Isolation' and 'permit to work' are listed as job-ad words only; no practical application or site context is provided."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "weight": 1,
                "why": "'SAP work orders' is noted as a keyword from job ads, not a claimed skill or system the applicant has used."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "weight": 1,
                "why": "'FIFO' appears as a job-ad term in notes. Perth WA is listed as a location, but no roster availability, camp experience or FIFO history is confirmed."
              }
            ],
            "findings": [
              {
                "id": "F01",
                "status": "fail",
                "title": "No employment history supplied",
                "detail": "The CV contains no employers, job titles, dates of employment or descriptions of duties. There is no basis to assess practical HD/diesel fitting experience."
              },
              {
                "id": "F02",
                "status": "fail",
                "title": "No qualifications or credentials supplied",
                "detail": "No Certificate III in Heavy Commercial Vehicle Mechanical Technology (or equivalent), apprenticeship completion notice, or any other formal credential is listed."
              },
              {
                "id": "F03",
                "status": "fail",
                "title": "Content explicitly disclaimed by applicant",
                "detail": "The document states: 'These are words from jobs I have read' and 'Employment history and qualifications have not been supplied.' All listed technical terms must therefore be treated as unverified placeholders, not evidence of capability."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "Location noted but availability unconfirmed",
                "detail": "Perth WA is listed, which is a common base for FIFO roles. However, no roster preference, current commitments or availability detail is provided."
              }
            ],
            "recommendations": [
              "Supply a complete employment history with employer names, sites, dates and a brief description of duties performed as an HD or diesel fitter.",
              "List formal qualifications with the issuing institution, certificate number and year of completion — particularly any Certificate III in a relevant mechanical trade.",
              "Describe specific equipment maintained (make, model and system — e.g. Cat 793 haul truck, hydraulic hoist circuit) rather than equipment brand names alone.",
              "Include details of any permit-to-work or isolation procedures followed, referencing the site standard or legislation where possible.",
              "State which computerised maintenance management systems (e.g. SAP, JD Edwards, Pronto) you have actively used and in what capacity.",
              "Add a clear availability statement covering preferred roster (e.g. 8/6, 14/7), whether you hold a current medical and any licences such as a HR driver's licence or explosives ticket."
            ]
          },
          "repeat": 1,
          "elapsedMs": 23012,
          "provider": "claude",
          "source": "model",
          "matched": [],
          "missing": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "score": 0,
          "findings": []
        },
        {
          "rawModel": {
            "score": 0,
            "verdict": "No verifiable experience or qualifications can be confirmed from this CV. The document explicitly states that all content is copied from job advertisements read by the applicant, not from actual employment or training history.",
            "summary": "The CV contains no employment history, no qualifications, and no credentials. The applicant has self-declared that the terms used — including trade qualification, maintenance, fault finding, hydraulics, isolation, SAP, and FIFO — are copied from job advertisements and do not represent personal experience or achievement. No topic can be matched on this basis.",
            "matched": [],
            "missing": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "weight": 1,
                "why": "No Certificate III, trade certificate, or apprenticeship completion is evidenced. The CV explicitly states these words were sourced from job ads, not from the applicant's own history."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "weight": 1,
                "why": "No employment history or examples of maintenance or fault-finding work are provided. The terms appear in the CV only as self-described job-ad language."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "weight": 1,
                "why": "No record of having operated or maintained any equipment is supplied. 'Caterpillar' is listed as a word seen in job ads, not as hands-on experience."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "weight": 1,
                "why": "No practical or documented experience with hydraulic or mechanical systems is evidenced. The term 'hydraulic systems' is explicitly flagged as copied from an ad."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "weight": 1,
                "why": "No isolation or permit-to-work experience or training is evidenced. 'Isolation' and 'permit to work' are listed as job-ad words only."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "weight": 1,
                "why": "No demonstrated use of SAP or any other maintenance management system is evidenced. 'SAP work orders' appears only as a job-ad term."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "weight": 1,
                "why": "A Perth WA location is listed, and 'FIFO' appears, but no roster availability, site experience, or FIFO history is documented."
              }
            ],
            "findings": [
              {
                "id": "F01",
                "status": "fail",
                "title": "No employment history supplied",
                "detail": "The CV contains no employers, roles, dates, or duties. There is nothing to evaluate against any of the review topics."
              },
              {
                "id": "F02",
                "status": "fail",
                "title": "No qualifications or credentials supplied",
                "detail": "No trade certificate, Certificate III, apprenticeship completion, or any other qualification is documented. The applicant explicitly states these terms were taken from job ads."
              },
              {
                "id": "F03",
                "status": "fail",
                "title": "Applicant self-declares content is not genuine experience",
                "detail": "The document includes the statement: 'These are words from jobs I have read … Employment history and qualifications have not been supplied.' All keyword-matching is therefore invalid and no topic has been matched."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "Perth WA location noted but availability unconfirmed",
                "detail": "A suburb and state are present, which is a positive starting point, but no roster preference, licence, or medical fitness information is provided."
              }
            ],
            "recommendations": [
              "Supply full employment history including employer names, locations, dates, and a brief description of duties performed in each role.",
              "Include your trade qualification details: the qualification name, issuing RTO, and the year it was awarded or the apprenticeship was completed.",
              "List specific plant and equipment you have personally maintained, including make and model where possible (e.g. Cat 793 haul truck, Komatsu excavator).",
              "Describe any isolation and permit-to-work procedures you have followed, referencing the site or company context.",
              "Note any maintenance systems you have used in practice, such as SAP, Pronto, or equivalent CMMS, and the type of work orders you raised or closed.",
              "State your FIFO availability clearly, including preferred roster, nearest airport, and any site-access requirements already held (e.g. coal board medical, site inductions)."
            ]
          },
          "repeat": 2,
          "elapsedMs": 22171,
          "provider": "claude",
          "source": "model",
          "matched": [],
          "missing": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "score": 0,
          "findings": []
        }
      ]
    },
    {
      "id": "repeated-keywords",
      "roleId": "diesel-fitter",
      "purpose": "Same baseline with relevant terms repeated 30 times",
      "text": "Alex Morgan — fictional test applicant\nPerth WA · alex@example.com\nTarget role: HD diesel fitter\nProfessional summary\nTrade qualified diesel fitter with a completed apprenticeship and workshop maintenance experience. Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment. Works on hydraulic systems, engines and transmissions, following isolation and permit to work procedures. Records completed tasks in SAP work orders and communicates remaining faults at shift handover.\nEmployment history\nDiesel fitter, Example Engineering, March 2022 to present.\nInspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance instructions to plan servicing, replace worn components and check the completed work. Follow workshop safety procedures and report hazards. Discuss task changes with the crew before restarting work. Keep tools and work areas organised and record parts used against each job.\nEducation and qualifications\nCertificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship.\nAvailability\nBased in Perth. Available after two weeks notice and willing to discuss FIFO rosters.\nmaintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth maintenance hydraulic Caterpillar SAP isolation trade qualified Perth",
      "inputSha256": "69e53a1a65c397906c197b3032c1dbdbad67407670ad5f99811733e70abd4167",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Trade qualification",
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems",
          "Location and work availability"
        ],
        "missing": [],
        "score": 100
      },
      "runs": [
        {
          "rawModel": {
            "score": 71,
            "verdict": "Good topic coverage across most review areas with solid foundational credentials; direct mining/FIFO site experience is not demonstrated and specific equipment detail could be stronger.",
            "summary": "Alex Morgan holds a Certificate III in Engineering Mechanical Trade with a completed apprenticeship and has worked as a diesel fitter since March 2022. The CV addresses six of seven review topics to varying degrees. Trade qualification, maintenance and fault finding, hydraulics and mechanical systems, isolation and permit procedures, work records/maintenance systems, and location/availability are all evidenced. Equipment coverage names Caterpillar and Komatsu in the summary but lacks model-level detail in the employment history. No direct mine site or FIFO experience is stated; however, the candidate explicitly flags willingness to work FIFO rosters. The repeated keyword block at the foot of the CV adds no new evidence and was disregarded as source material.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Certificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Inspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance instructions to plan servicing, replace worn components and check the completed work."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Trade qualification confirmed",
                "detail": "A Certificate III in Engineering Mechanical Trade with a completed apprenticeship is clearly stated. This directly supports the HD/diesel fitter role."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Fault finding and planned maintenance evidenced",
                "detail": "The employment history describes defect identification, planned servicing, component replacement and completed-work checks, which are core diesel fitter activities."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "Equipment named in summary only — no model-level detail",
                "detail": "Caterpillar and Komatsu are mentioned in the professional summary but no specific models (e.g. 785, PC5500) appear in the employment history. Reviewers familiar with HD equipment may want more specificity to assess depth of experience."
              },
              {
                "id": "F04",
                "status": "ok",
                "title": "Hydraulics, engines and transmissions covered",
                "detail": "The summary explicitly references hydraulic systems, engines and transmissions, which are the primary mechanical systems on HD mining equipment."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "Isolation and permit to work procedures stated",
                "detail": "The candidate states they follow isolation and permit to work procedures; the employment history also notes discussing task changes with the crew before restarting work, which reflects a lock-out/tag-out awareness."
              },
              {
                "id": "F06",
                "status": "ok",
                "title": "SAP work order recording noted",
                "detail": "Use of SAP for recording completed tasks and shift handover communication of outstanding faults is a practical indicator of maintenance system literacy."
              },
              {
                "id": "F07",
                "status": "warn",
                "title": "No direct mine site or FIFO experience stated",
                "detail": "All experience appears to be workshop-based. The CV does not reference any mine site, pit or surface operations context. The candidate flags willingness for FIFO but cannot demonstrate prior roster adaptability from this CV."
              },
              {
                "id": "F08",
                "status": "warn",
                "title": "Keyword repetition block detected and disregarded",
                "detail": "A large block of repeated keywords (e.g. 'maintenance hydraulic Caterpillar SAP isolation trade qualified Perth') appears at the bottom of the CV. This content was disregarded as it contains no additional factual evidence and may draw negative attention from a human reviewer."
              },
              {
                "id": "F09",
                "status": "warn",
                "title": "Limited duration of post-trade experience",
                "detail": "The candidate has worked as a diesel fitter since March 2022, giving approximately three years of post-apprenticeship experience. No prior roles are listed, so the full breadth of equipment and task exposure is unclear."
              }
            ],
            "recommendations": [
              "Add specific Caterpillar and Komatsu model numbers (e.g. haul trucks, excavators, dozers) to the employment history so reviewers can judge the scale and complexity of equipment maintained.",
              "Describe any site-based work, shutdowns or field service callouts within the current role to reduce the impression that experience is confined to a fixed workshop.",
              "Expand the isolation and permit section to note the specific procedure type used (e.g. LOTO, mine-site energy isolation standard) to demonstrate applied knowledge rather than awareness alone.",
              "Quantify maintenance activity where possible — for example, the number of units serviced per shift or the size of equipment by payload or engine rating — to give scale to the experience.",
              "Remove the repeated keyword block entirely; it does not add information and may undermine the professional presentation of an otherwise solid CV."
            ]
          },
          "repeat": 1,
          "elapsedMs": 27707,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        },
        {
          "rawModel": {
            "score": 86,
            "verdict": "Strong topic coverage across all seven review areas with clear, specific evidence for most items.",
            "summary": "Alex Morgan holds a completed Certificate III in Engineering Mechanical Trade and has been working as a diesel fitter since 2022. The CV addresses all seven review topics to varying degrees. Trade qualification, maintenance and fault finding, hydraulics and mechanical systems, isolation and permit procedures, work records, equipment experience, and location/availability are all covered. The repeated keyword block at the end of the CV is noted as an integrity concern but does not alter the substantive content assessment.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Certificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment... Inspect equipment, identify defects and explain repair requirements to the supervisor."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "Following isolation and permit to work procedures... Discuss task changes with the crew before restarting work."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Trade qualification sighted",
                "detail": "Certificate III in Engineering Mechanical Trade is listed with a completion year of 2021 and an explicit statement that the apprenticeship was completed. No expiry concerns apply to this qualification."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Relevant equipment named",
                "detail": "Caterpillar and Komatsu are both mainstream HD mining equipment brands, which is relevant context for an HD diesel fitter role."
              },
              {
                "id": "F03",
                "status": "ok",
                "title": "Maintenance systems and handover practice described",
                "detail": "SAP work orders and shift handover communication are both mentioned, demonstrating familiarity with formal maintenance recording practices common on mine sites."
              },
              {
                "id": "F04",
                "status": "ok",
                "title": "Isolation and permit to work referenced",
                "detail": "The candidate states they follow isolation and permit to work procedures, which is consistent with expected workshop and mine site safety practice."
              },
              {
                "id": "F05",
                "status": "warn",
                "title": "Equipment depth is summary-level only",
                "detail": "The CV names Caterpillar and Komatsu but does not specify model ranges (e.g. 789, 930E, PC5500) or component-level detail such as final drives, differentials or brake systems. This limits the reader's ability to gauge depth of experience on specific machines."
              },
              {
                "id": "F06",
                "status": "warn",
                "title": "Keyword repetition block detected",
                "detail": "The CV contains a large block of repeated keywords (e.g. 'maintenance hydraulic Caterpillar SAP isolation trade qualified Perth') appended after the main content. This appears to be an attempt to manipulate keyword-based screening and may be viewed negatively by recruiters or hiring managers who notice it."
              },
              {
                "id": "F07",
                "status": "warn",
                "title": "No site-based or FIFO experience stated",
                "detail": "All stated experience appears to be workshop-based. The candidate indicates willingness to work FIFO but does not reference any prior site or remote work history, which may be relevant context for a mine site fitter role."
              }
            ],
            "recommendations": [
              "Remove the repeated keyword block at the end of the CV — it adds no genuine content and may raise integrity concerns with recruiters.",
              "Expand the equipment section to name specific models and variants maintained (e.g. Cat 793, Komatsu 830E) and note any major component work such as engine rebuilds, final drives or hydraulic cylinder overhauls to give the reader a clearer picture of hands-on depth.",
              "Add a brief note on the types of planned maintenance schedules followed (e.g. 250-hour, 500-hour services) and any condition monitoring or reliability tools used, as these details are common expectations for HD fitter roles.",
              "If any prior site visits, shutdown work or FIFO exposure exists — even briefly — include it to support the availability statement and demonstrate some familiarity with a mine site environment.",
              "Consider stating whether the Certificate III is registered with the relevant state authority or if a Recognised Trade Certificate has been issued, as some mine site operators request evidence of formal recognition."
            ]
          },
          "repeat": 2,
          "elapsedMs": 24211,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        }
      ]
    },
    {
      "id": "whitespace-only",
      "roleId": "diesel-fitter",
      "purpose": "Same words with extra line breaks and spaces",
      "text": "Alex  Morgan  —  fictional  test  applicant\nPerth  WA  ·  alex@example.com\nTarget  role:  HD  diesel  fitter\nProfessional  summary\nTrade  qualified  diesel  fitter  with  a  completed  apprenticeship  and  workshop  maintenance  experience.\n\n Carries  out  fault  finding,  repairs  and  planned  servicing  on  Caterpillar  and  Komatsu  equipment.\n\n Works  on  hydraulic  systems,  engines  and  transmissions,  following  isolation  and  permit  to  work  procedures.\n\n Records  completed  tasks  in  SAP  work  orders  and  communicates  remaining  faults  at  shift  handover.\nEmployment  history\nDiesel  fitter,  Example  Engineering,  March  2022  to  present.\nInspect  equipment,  identify  defects  and  explain  repair  requirements  to  the  supervisor.\n\n Use  maintenance  instructions  to  plan  servicing,  replace  worn  components  and  check  the  completed  work.\n\n Follow  workshop  safety  procedures  and  report  hazards.\n\n Discuss  task  changes  with  the  crew  before  restarting  work.\n\n Keep  tools  and  work  areas  organised  and  record  parts  used  against  each  job.\nEducation  and  qualifications\nCertificate  III  in  Engineering  Mechanical  Trade,  Example  Institute,  2021.\n\n Completed  apprenticeship.\nAvailability\nBased  in  Perth.\n\n Available  after  two  weeks  notice  and  willing  to  discuss  FIFO  rosters.",
      "inputSha256": "980865062aafcfad786cd587e4bfc9c3126a11b8cf5b75ea67029ee8d9abda5b",
      "topics": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Trade qualification",
          "Maintenance and fault finding",
          "Equipment operated or maintained",
          "Hydraulics and mechanical systems",
          "Isolation and permit procedures",
          "Work records and maintenance systems",
          "Location and work availability"
        ],
        "missing": [],
        "score": 100
      },
      "runs": [
        {
          "rawModel": {
            "score": 79,
            "verdict": "Good topic coverage across most review areas with some gaps in specificity around hydraulics detail and location/roster information.",
            "summary": "Alex Morgan presents as a trade-qualified diesel fitter with a completed apprenticeship and hands-on experience in fault finding, planned servicing, hydraulic and mechanical systems, isolation and permit to work procedures, and SAP-based maintenance recording. The CV covers six of the seven review topics meaningfully. The location and work availability topic is partially addressed but lacks detail on FIFO roster preferences or remote site experience. Equipment references are specific to Caterpillar and Komatsu, which is relevant to HD fitter roles. The CV is concise and consistent throughout.",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Certificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions."
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures."
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Trade qualification confirmed",
                "detail": "A Certificate III in Engineering Mechanical Trade is stated alongside a completed apprenticeship. This directly supports the HD diesel fitter target role."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Fault finding and planned servicing described",
                "detail": "The summary and employment history both reference fault identification, defect reporting, planned servicing and component replacement, giving a consistent picture of maintenance capability."
              },
              {
                "id": "F03",
                "status": "ok",
                "title": "Named equipment relevant to HD fitter work",
                "detail": "Caterpillar and Komatsu are named in the summary. These are the predominant OEMs in Australian mining HD fleets, which is appropriate for the target role."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "Hydraulics mentioned briefly without system detail",
                "detail": "The CV states work on hydraulic systems but does not describe specific tasks such as cylinder rebuilds, hose replacement, pressure testing or fault diagnosis procedures. Greater specificity would strengthen this topic."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "Isolation and permit to work procedures referenced",
                "detail": "Isolation and permit to work procedures are explicitly mentioned in the summary, which is relevant to workshop and site safety requirements for an HD fitter."
              },
              {
                "id": "F06",
                "status": "ok",
                "title": "SAP work order recording noted",
                "detail": "SAP is a commonly used CMMS in Australian mining operations. Recording tasks in SAP work orders and conducting shift handover on outstanding faults demonstrates practical maintenance system use."
              },
              {
                "id": "F07",
                "status": "warn",
                "title": "FIFO availability stated but roster detail is vague",
                "detail": "The applicant states willingness to discuss FIFO rosters but does not indicate preferred roster patterns, whether remote site experience exists, or any site-based work history. This leaves the availability picture partially open."
              },
              {
                "id": "F08",
                "status": "warn",
                "title": "Single employer; limited breadth of equipment context visible",
                "detail": "One employer is listed from March 2022 to present in a workshop setting. The CV does not indicate whether work was performed on site or in a workshop exclusively, which may be relevant context for a FIFO HD fitter role."
              }
            ],
            "recommendations": [
              "Expand the hydraulics section to describe specific tasks performed, such as cylinder servicing, hose replacement, pressure testing or hydraulic fault diagnosis, to give hiring teams a clearer picture of hands-on depth.",
              "Clarify whether maintenance work at Example Engineering was workshop-based, site-based or both, as this context is directly relevant to a FIFO HD fitter position.",
              "Consider stating a preferred FIFO roster pattern (for example 2/1, 4/1 or swing) to give readers a more complete picture of availability and commitment to remote work.",
              "If specific Caterpillar or Komatsu models have been worked on (for example 785, 777, PC5500, 930E), listing them would strengthen the equipment topic and improve relevance for HD mining fleets.",
              "The employment history bullet on discussing task changes with the crew could be linked more explicitly to formal isolation or LOTO procedures if that is what is intended, to avoid ambiguity around safety process compliance."
            ]
          },
          "repeat": 1,
          "elapsedMs": 25637,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        },
        {
          "rawModel": {
            "score": 79,
            "verdict": "Good topic coverage across most areas with some gaps in specificity around equipment, hydraulics depth and formal permit systems.",
            "summary": "Alex Morgan presents as a trade-qualified diesel fitter with a completed apprenticeship and current workshop employment. The CV addresses most review topics at a functional level, citing Caterpillar and Komatsu equipment, hydraulic and drivetrain work, SAP-based maintenance recording, isolation and permit-to-work procedures, and FIFO availability. The main gaps are limited detail on specific equipment models or classes maintained, depth of hydraulics and mechanical systems experience, and the absence of any named permit-to-work or isolation standard (e.g. LOTO or site-specific scheme).",
            "matched": [
              {
                "label": "Trade qualification",
                "category": "experience",
                "evidence": "Certificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship."
              },
              {
                "label": "Maintenance and fault finding",
                "category": "experience",
                "evidence": "Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment."
              },
              {
                "label": "Equipment operated or maintained",
                "category": "experience",
                "evidence": "fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment"
              },
              {
                "label": "Hydraulics and mechanical systems",
                "category": "experience",
                "evidence": "Works on hydraulic systems, engines and transmissions"
              },
              {
                "label": "Isolation and permit procedures",
                "category": "experience",
                "evidence": "following isolation and permit to work procedures"
              },
              {
                "label": "Work records and maintenance systems",
                "category": "experience",
                "evidence": "Records completed tasks in SAP work orders and communicates remaining faults at shift handover."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Based in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Trade qualification confirmed",
                "detail": "Certificate III in Engineering Mechanical Trade is listed with a completed apprenticeship, directly supporting the HD diesel fitter target role."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Fault finding and planned maintenance evidenced",
                "detail": "The CV describes inspecting equipment, identifying defects, using maintenance instructions to plan servicing and checking completed work, which is consistent with systematic maintenance practice."
              },
              {
                "id": "F03",
                "status": "warn",
                "title": "Equipment types named but not specified further",
                "detail": "Caterpillar and Komatsu are mentioned as OEMs, but no equipment class, model or size is stated (e.g. 785 haul truck, D11 dozer, PC5500). This limits the reader's ability to assess the scale or type of machinery Alex has maintained."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "Hydraulics and mechanical systems mentioned without depth",
                "detail": "The CV notes work on hydraulic systems, engines and transmissions but does not describe the nature or complexity of that work, such as component rebuilds, pressure testing or seal replacement."
              },
              {
                "id": "F05",
                "status": "warn",
                "title": "Isolation and permit to work cited but not detailed",
                "detail": "The phrase 'isolation and permit to work procedures' is used without reference to a specific standard, site scheme or competency (e.g. LOTO, electrical isolation). The employment history mentions discussing task changes before restarting work, which is consistent but indirect."
              },
              {
                "id": "F06",
                "status": "ok",
                "title": "SAP work order recording evidenced",
                "detail": "Explicit mention of SAP work orders and shift handover communication of outstanding faults demonstrates familiarity with a common mining maintenance management system."
              },
              {
                "id": "F07",
                "status": "ok",
                "title": "FIFO availability stated",
                "detail": "Perth-based with willingness to discuss FIFO rosters and two weeks notice period clearly stated, which is a practical positive for mining site roles."
              }
            ],
            "recommendations": [
              "Specify the equipment classes and models maintained under Caterpillar and Komatsu (e.g. 777 haul trucks, 14M graders, WA500 loaders) so readers can assess relevant experience for the site's fleet.",
              "Expand the hydraulics and mechanical systems section with concrete examples such as cylinder rebuilds, hydraulic pressure testing, torque converter overhauls or transmission strip-downs to demonstrate the depth of hands-on experience.",
              "Name the isolation and permit-to-work framework applied (e.g. LOTO, site energy isolation procedure) and briefly describe what steps Alex personally carries out, rather than referencing the procedures in general terms.",
              "Describe any FIFO or remote-site exposure, or if experience is workshop-only, state that clearly so potential employers can assess fit for site-based conditions without needing to ask.",
              "Quantify the volume or variety of maintenance work where possible (e.g. number of scheduled services completed per week, size of the fleet supported) to give weight to the experience claimed."
            ]
          },
          "repeat": 2,
          "elapsedMs": 24478,
          "provider": "claude",
          "source": "model",
          "matched": [
            "Trade qualification",
            "Maintenance and fault finding",
            "Equipment operated or maintained",
            "Hydraulics and mechanical systems",
            "Isolation and permit procedures",
            "Work records and maintenance systems",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        }
      ]
    },
    {
      "id": "entry-level-camp",
      "roleId": "camp",
      "purpose": "Transferable hospitality experience without mining experience",
      "text": "Taylor Sample — fictional test applicant\nPerth WA · taylor@example.com\nProfessional summary\nHospitality worker seeking entry-level camp utility work. No mining experience claimed.\nEmployment history\nHousekeeping attendant, Example Hotel, January 2022 to present. Clean guest rooms, bathrooms and shared areas using workplace checklists. Replenish linen, complete laundry tasks and report maintenance defects. Follow cleaning chemical instructions and food safety practices in shared kitchen areas. Communicate with guests and colleagues during busy shifts.\nCafe assistant, Example Cafe, February 2020 to December 2021. Wash dishes, clean benches and help with food preparation under direction. Receive supplies, check storage areas and keep walkways clear. Report hazards to a supervisor and use the protective equipment required for cleaning tasks. Help customers and maintain clear handovers with the next shift.\nTraining\nWorkplace cleaning and food handling induction.\nAvailability\nPerth based, two weeks notice, willing to discuss FIFO rosters and camp accommodation.",
      "inputSha256": "53d23bb6b9b228dd7bdb252e036828075097e8cd102451d37999d03e66cc2533",
      "topics": [
        "Housekeeping or hospitality experience",
        "Cleaning and hygiene",
        "Kitchen or food handling experience",
        "Customer or guest service",
        "Safe work practices",
        "Location and work availability"
      ],
      "rules": {
        "matched": [
          "Housekeeping or hospitality experience",
          "Cleaning and hygiene",
          "Kitchen or food handling experience",
          "Customer or guest service",
          "Safe work practices",
          "Location and work availability"
        ],
        "missing": [],
        "score": 100
      },
      "runs": [
        {
          "rawModel": {
            "score": 83,
            "verdict": "Strong topic coverage across all six review areas. The CV demonstrates relevant transferable experience from hotel housekeeping and café work, with clear evidence against every topic.",
            "summary": "Taylor presents two years of current hotel housekeeping and prior café experience that collectively address all six review topics. Guest room cleaning, chemical handling, food safety, customer interaction, hazard reporting, and FIFO availability are all evidenced. No mining experience is claimed, which is consistent with the entry-level positioning.",
            "matched": [
              {
                "label": "Housekeeping or hospitality experience",
                "category": "experience",
                "evidence": "Housekeeping attendant, Example Hotel, January 2022 to present. Clean guest rooms, bathrooms and shared areas using workplace checklists. Replenish linen, complete laundry tasks and report maintenance defects."
              },
              {
                "label": "Cleaning and hygiene",
                "category": "experience",
                "evidence": "Clean guest rooms, bathrooms and shared areas using workplace checklists… Follow cleaning chemical instructions… Wash dishes, clean benches and help with food preparation under direction."
              },
              {
                "label": "Kitchen or food handling experience",
                "category": "experience",
                "evidence": "Follow cleaning chemical instructions and food safety practices in shared kitchen areas… help with food preparation under direction… Workplace cleaning and food handling induction."
              },
              {
                "label": "Customer or guest service",
                "category": "experience",
                "evidence": "Communicate with guests and colleagues during busy shifts… Help customers and maintain clear handovers with the next shift."
              },
              {
                "label": "Safe work practices",
                "category": "experience",
                "evidence": "Report hazards to a supervisor and use the protective equipment required for cleaning tasks… Follow cleaning chemical instructions… report maintenance defects."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Perth based, two weeks notice, willing to discuss FIFO rosters and camp accommodation."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Housekeeping experience is current and directly relevant",
                "detail": "Taylor has held a housekeeping attendant role since January 2022, providing ongoing, up-to-date experience in the core duties expected in a camp services context."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Food handling induction documented",
                "detail": "A workplace cleaning and food handling induction is listed under training, supporting the food safety practices mentioned in both roles."
              },
              {
                "id": "F03",
                "status": "ok",
                "title": "Safe work practices evidenced across both roles",
                "detail": "Hazard reporting, PPE use, and chemical instruction compliance are each mentioned explicitly, demonstrating a consistent safety awareness rather than a single incidental reference."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "FIFO availability stated but not yet tested",
                "detail": "Taylor expresses willingness to work FIFO rosters and camp accommodation, but has no prior remote or camp-based work history. This is expected for an entry-level applicant and is not a gap, though it may prompt questions at interview about roster adaptability."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "No false claims regarding mining experience",
                "detail": "The CV explicitly states no mining experience, which aligns with the entry-level positioning and avoids any credibility risk."
              }
            ],
            "recommendations": [
              "Specify the cleaning chemicals and equipment used by brand or category (e.g. colour-coded cloths, WHMIS/SDS familiarity) to give more detail on chemical handling competency.",
              "Describe the volume or scale of the hotel role (e.g. number of rooms turned over per shift) to help a camp services recruiter assess pace and productivity.",
              "Expand on the food handling induction — if a certificate or card was issued, note the issuing body and date, as this adds credibility to the training entry.",
              "Add any first aid or CPR certification if held, as this is commonly valued in remote camp environments.",
              "Under availability, consider clarifying preferred roster length (e.g. 2/1, 4/1) if already researched, as it shows informed understanding of camp work patterns."
            ]
          },
          "repeat": 1,
          "elapsedMs": 19977,
          "provider": "claude",
          "source": "rules",
          "matched": [
            "Housekeeping or hospitality experience",
            "Cleaning and hygiene",
            "Kitchen or food handling experience",
            "Customer or guest service",
            "Safe work practices",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        },
        {
          "rawModel": {
            "score": 83,
            "verdict": "Strong topic coverage across all six review areas; candidate presents well for entry-level camp services work despite no prior mining or FIFO experience.",
            "summary": "Taylor's combined hotel housekeeping and café roles cover all six review topics to a meaningful degree. Cleaning, hygiene, guest service, basic food handling, hazard reporting and PPE use are all evidenced directly in the CV. Availability for FIFO rosters is stated explicitly. The only notable gap is the absence of any formal certificate or card (e.g. RSA, Food Handling Certificate, White Card) beyond an induction reference, which is worth addressing.",
            "matched": [
              {
                "label": "Housekeeping or hospitality experience",
                "category": "experience",
                "evidence": "Housekeeping attendant, Example Hotel, January 2022 to present. Clean guest rooms, bathrooms and shared areas using workplace checklists. Replenish linen, complete laundry tasks and report maintenance defects."
              },
              {
                "label": "Cleaning and hygiene",
                "category": "experience",
                "evidence": "Clean guest rooms, bathrooms and shared areas using workplace checklists … Wash dishes, clean benches and help with food preparation under direction … keep walkways clear."
              },
              {
                "label": "Kitchen or food handling experience",
                "category": "experience",
                "evidence": "Follow cleaning chemical instructions and food safety practices in shared kitchen areas … help with food preparation under direction. Receive supplies, check storage areas."
              },
              {
                "label": "Customer or guest service",
                "category": "experience",
                "evidence": "Communicate with guests and colleagues during busy shifts … Help customers and maintain clear handovers with the next shift."
              },
              {
                "label": "Safe work practices",
                "category": "experience",
                "evidence": "Report hazards to a supervisor and use the protective equipment required for cleaning tasks … Follow cleaning chemical instructions … report maintenance defects."
              },
              {
                "label": "Location and work availability",
                "category": "experience",
                "evidence": "Perth based, two weeks notice, willing to discuss FIFO rosters and camp accommodation."
              }
            ],
            "missing": [],
            "findings": [
              {
                "id": "F01",
                "status": "ok",
                "title": "Housekeeping and cleaning experience well evidenced",
                "detail": "Over three years of continuous hotel housekeeping combined with café cleaning duties provides solid, directly transferable skills for a camp services utility role."
              },
              {
                "id": "F02",
                "status": "ok",
                "title": "Safe work behaviours demonstrated across both roles",
                "detail": "Hazard reporting, PPE use and chemical instruction compliance are mentioned in separate roles, showing consistent safety awareness rather than a one-off mention."
              },
              {
                "id": "F03",
                "status": "ok",
                "title": "FIFO availability stated clearly",
                "detail": "Candidate explicitly notes willingness to discuss FIFO rosters and camp accommodation, which removes ambiguity about remote work readiness."
              },
              {
                "id": "F04",
                "status": "warn",
                "title": "Formal credentials not specified beyond a general induction",
                "detail": "The CV references a 'Workplace cleaning and food handling induction' but lists no certificate number, provider or completion date. Credentials such as a nationally recognised Food Handling Certificate or White Card, if held, are not mentioned and their absence may draw scrutiny in a camp environment where compliance records are checked."
              },
              {
                "id": "F05",
                "status": "ok",
                "title": "No mining experience — appropriately disclosed",
                "detail": "The summary states 'No mining experience claimed,' which is an honest and professional disclosure for an entry-level application and avoids misrepresentation."
              }
            ],
            "recommendations": [
              "Specify the induction training with a provider name, completion date and any certificate number so it reads as a verifiable credential rather than an informal orientation.",
              "If a nationally recognised Food Handling Certificate (e.g. SITXFSA005 or equivalent) or White Card (CPCCWHS1001) is held, list it explicitly in a dedicated Licences and Certificates section with issue dates.",
              "Quantify the scale of housekeeping duties where possible (e.g. number of rooms serviced per shift, team size) to help a camp services recruiter gauge workload capacity relative to a large remote village.",
              "Briefly mention any experience with high-traffic or volume cleaning environments (e.g. end-of-tenancy, function turnover) if applicable, as camp villages involve rapid room turnover on roster changeovers.",
              "Consider adding a line about roster flexibility (e.g. 2/1, 4/1) if willing to work specific patterns, as this detail is practical for camp services scheduling discussions."
            ]
          },
          "repeat": 2,
          "elapsedMs": 22058,
          "provider": "claude",
          "source": "rules",
          "matched": [
            "Housekeeping or hospitality experience",
            "Cleaning and hygiene",
            "Kitchen or food handling experience",
            "Customer or guest service",
            "Safe work practices",
            "Location and work availability"
          ],
          "missing": [],
          "score": 100,
          "findings": []
        }
      ]
    }
  ],
  "formats": [
    {
      "format": "docx",
      "bytes": 10558,
      "matched": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "textExtracted": "Alex Morgan\n\nPerth WA  ·  alex@example.com\n\nPROFESSIONAL PROFILE\n\nAlex Morgan — fictional test applicant\nPerth WA · alex@example.com\nTarget role: HD diesel fitter\nProfessional summary\nTrade qualified diesel fitter with a completed apprenticeship and workshop maintenance experience. Carries out fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment. Works on hydraulic systems, engines and transmissions, following isolation and permit to work procedures. Records completed tasks in SAP work orders and communicates remaining faults at shift handover.\nEmployment history\nDiesel fitter, Example Engineering, March 2022 to present.\nInspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance instructions to plan servicing, replace worn components and check the completed work. Follow workshop safety procedures and report hazards. Discuss task changes with the crew before restarting work. Keep tools and work areas organised and record parts used against each job.\nEducation and qualifications\nCertificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship.\nAvailability\nBased in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
    },
    {
      "format": "pdf",
      "bytes": 3407,
      "matched": [
        "Trade qualification",
        "Maintenance and fault finding",
        "Equipment operated or maintained",
        "Hydraulics and mechanical systems",
        "Isolation and permit procedures",
        "Work records and maintenance systems",
        "Location and work availability"
      ],
      "textExtracted": "Alex Morgan\nPerth WA · alex@example.com\nP R O F E S S I O N A L P R O F I L E\nAlex Morgan — fictional test applicant\nPerth WA · alex@example.com\nTarget role: HD diesel fitter\nProfessional summary\nTrade qualified diesel fitter with a completed apprenticeship and workshop maintenance experience. Carries\nout fault finding, repairs and planned servicing on Caterpillar and Komatsu equipment. Works on hydraulic\nsystems, engines and transmissions, following isolation and permit to work procedures. Records completed\ntasks in SAP work orders and communicates remaining faults at shift handover.\nEmployment history\nDiesel fitter, Example Engineering, March 2022 to present.\nInspect equipment, identify defects and explain repair requirements to the supervisor. Use maintenance\ninstructions to plan servicing, replace worn components and check the completed work. Follow workshop\nsafety procedures and report hazards. Discuss task changes with the crew before restarting work. Keep tools\nand work areas organised and record parts used against each job.\nEducation and qualifications\nCertificate III in Engineering Mechanical Trade, Example Institute, 2021. Completed apprenticeship.\nAvailability\nBased in Perth. Available after two weeks notice and willing to discuss FIFO rosters."
    }
  ]
}