{
  "platformId": "chatgpt-work",
  "workflowSlug": "inventory-reconciliation",
  "directAnswer": "Use ChatGPT Work to turn the dated inventory ledger, count sheets, receipts, movements, adjustments, and valuation inputs you supply into a reconciliation review packet: preserve item identity, location, unit of measure, cut-off, calculation, and exception for every variance. It can match records, calculate differences, and organize investigation questions; it cannot post an adjustment, alter a count, choose a valuation treatment, release stock, approve a write-off, or certify the books. The useful object is a variance queue that makes the next accountable check obvious.",
  "topUseCases": [
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      "interventionId": "task-2487:inventory-reconciliation:approval-required",
      "taskId": "task-2487",
      "task": "Operate computers programmed with accounting software to record, store, and analyze information.",
      "workflowId": "inventory-reconciliation",
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        },
        "occupationalRelevance": {
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          "sourceField": "role-tasks-kv:task-2487.relevance / 100"
        },
        "frequency": {
          "kind": "modal-response-share",
          "modalResponseSharePct": 47.11,
          "collectionDate": "2026-06-03",
          "sourceField": "role-tasks-kv:task-2487.modalResponseSharePct"
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      },
      "agentFit": {
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        "sourceField": "rule:digital-feasibility-and-capability-fit-single-count.v2"
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      "distribution": {
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        "sourceField": "roles-kv:aiPlaybook.delegatedTasks[task-2487].observed-distribution"
      },
      "evidenceConfidence": "weak",
      "withinGateScore": 0.34541214741495,
      "gate": {
        "status": "approval-required",
        "reason": "A person must approve the verifiable handoff before action."
      },
      "capabilityIds": [
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        "deliverable-generation",
        "approval-enterprise-controls"
      ],
      "expectedArtifact": "Item-location variance table with count, ledger, movement, valuation, and exception evidence",
      "humanReviewPoint": "The accounting owner validates valuation, cut-off, posting differences, and any proposed adjustment.",
      "riskLevel": "high"
    },
    {
      "interventionId": "task-18574:inventory-reconciliation:assist",
      "taskId": "task-18574",
      "task": "Perform general office duties, such as ordering supplies, maintaining records management database systems, and performing basic bookkeeping work.",
      "workflowId": "inventory-reconciliation",
      "authorityMode": "assist",
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        "frequency": {
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      "agentFit": {
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      "distribution": {
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      "evidenceConfidence": "weak",
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      "gate": {
        "status": "limited",
        "reason": "Authority remains below an approval-required intervention."
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      "capabilityIds": [
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        "deliverable-generation"
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      "expectedArtifact": "Inventory evidence register with missing-count, movement, and source-record queue",
      "humanReviewPoint": "The operations owner verifies physical-count completeness, locations, and movement evidence.",
      "riskLevel": "medium"
    }
  ],
  "workflows": [
    {
      "id": "inventory-reconciliation",
      "goal": "Prepare an inventory reconciliation review packet from authorized, dated count and record evidence so each variance remains traceable by item, location, unit, cut-off, calculation, and accountable owner before any adjustment is considered.",
      "inputs": [
        "Inventory snapshot and cut-off, physical-count sheets, item and location master data, receipts and shipment records, transfer and adjustment logs, open transactions, unit-of-measure mappings, valuation policy inputs, variance thresholds, and adjustment approval path"
      ],
      "connectedSystems": [
        "Read-only approved inventory, warehouse, ERP or ledger, count-record, and supporting-document sources"
      ],
      "steps": [
        "Register the inventory snapshot, count date, cut-off, item, location, lot or serial identifier where applicable, unit of measure, source, owner, and evidence state for every reviewed balance.",
        "Match count, system balance, and movements using approved mappings; show calculation and distinguish count discrepancy, timing difference, mapping issue, valuation question, and missing evidence.",
        "Produce a variance queue and investigation log, then stop before editing counts, posting an adjustment, choosing valuation, releasing stock, approving a write-off, or communicating a reconciled balance as final."
      ],
      "expectedArtifact": "Inventory reconciliation review packet with item-location variance table, calculation spine, evidence register, investigation queue, and approval map",
      "starterPrompt": "Using only the dated inventory snapshot, count sheets, item and location data, movement records, open transactions, unit mappings, valuation inputs, and variance thresholds I provide, prepare an inventory reconciliation review packet. For each reviewed balance show item, location, lot or serial identifier when supplied, unit of measure, system quantity, count quantity, movements, cut-off, calculation, source, owner, and evidence state. Distinguish COUNT DIFFERENCE, TIMING DIFFERENCE, MAPPING ISSUE, VALUATION QUESTION, and OPEN QUESTION. Flag MISSING COUNT, STALE SNAPSHOT, UNIT MISMATCH, CUT-OFF CONFLICT, MOVEMENT GAP, or HUMAN TO RESOLVE. Do not edit records, post adjustments, choose valuation, release stock, approve a write-off, or present a balance as final.",
      "humanReviewPoint": "The warehouse or operations owner and accounting owner validate count evidence, cut-off, mappings, valuation implications, proposed adjustments, and any released conclusion at the reconciliation gate.",
      "commonFailure": "Netting an unexplained count difference against a timing, unit, or location mismatch and calling the inventory reconciled."
    }
  ],
  "setupRecommendations": [
    {
      "item": "Connect only the read-only inventory, warehouse, ledger, count-record, and evidence sources required for the agreed reconciliation cut-off.",
      "rationale": "Bind every connection to an item-location balance, movement, or valuation input; keep count edits, inventory adjustments, stock release, and write-off authority out of scope.",
      "capabilityIds": [
        "connected-apps-files",
        "approval-enterprise-controls"
      ]
    }
  ],
  "prompts": [
    {
      "id": "inventory-reconciliation-starter",
      "title": "Build an inventory variance queue with a calculation spine",
      "prompt": "Using only the dated inventory snapshot, count sheets, item and location data, movement records, open transactions, unit mappings, valuation inputs, and variance thresholds I provide, prepare an inventory reconciliation review packet. For each reviewed balance show item, location, lot or serial identifier when supplied, unit of measure, system quantity, count quantity, movements, cut-off, calculation, source, owner, and evidence state. Distinguish COUNT DIFFERENCE, TIMING DIFFERENCE, MAPPING ISSUE, VALUATION QUESTION, and OPEN QUESTION. Flag MISSING COUNT, STALE SNAPSHOT, UNIT MISMATCH, CUT-OFF CONFLICT, MOVEMENT GAP, or HUMAN TO RESOLVE. Do not edit records, post adjustments, choose valuation, release stock, approve a write-off, or present a balance as final.",
      "expectedArtifact": "Inventory reconciliation review packet with item-location variance table, calculation spine, evidence register, investigation queue, and approval map",
      "humanReviewPoint": "The warehouse or operations owner and accounting owner validate count evidence, cut-off, mappings, valuation implications, proposed adjustments, and any released conclusion at the reconciliation gate."
    }
  ],
  "humanOwnedResponsibilities": [
    "Warehouse, operations, finance, and accounting owners retain judgment over count validity, inventory status, valuation, cut-off, adjustment, write-off, stock release, control exceptions, and every external or management communication."
  ],
  "risks": [
    {
      "id": "inventory-reconciliation-scaffold-risk",
      "level": "medium",
      "description": "A calculated variance can hide mismatched units, locations, lot status, cut-offs, or in-transit movements and be mistaken for an adjustment-ready fact.",
      "mitigation": "Require item-location-unit lineage and a stated cut-off for every variance; route each unresolved difference to warehouse and accounting review before any record or stock status changes."
    }
  ],
  "sources": [
    {
      "id": "occupation-bookkeeping-accounting-and-auditing-clerks",
      "title": "Bookkeeping, Accounting, and Auditing Clerks occupational render model",
      "url": "https://singulariki.com/roles/bookkeeping-accounting-and-auditing-clerks",
      "publisher": "gold.onet_role_starter_surface",
      "lastReviewedAt": "2026-06-03"
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    {
      "id": "occupation-executive-secretaries-and-executive-administrative-assistants",
      "title": "Executive Secretaries and Executive Administrative Assistants occupational render model",
      "url": "https://singulariki.com/roles/executive-secretaries-and-executive-administrative-assistants",
      "publisher": "gold.onet_role_starter_surface",
      "lastReviewedAt": "2026-06-03"
    },
    {
      "id": "openai-chatgpt-work",
      "title": "ChatGPT Work and Codex",
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-work-deliverables",
      "title": "Creating and editing documents, spreadsheets, and presentations with ChatGPT Work",
      "url": "https://help.openai.com/en/articles/20001278-creating-and-editing-documents-spreadsheets-and-presentations-with-chatgpt-work",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-work-cloud-browser",
      "title": "Using cloud browser in ChatGPT",
      "url": "https://help.openai.com/en/articles/20001280-using-cloud-browser-in-chatgpt",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-work-desktop-browser",
      "title": "Using the built-in browser in the ChatGPT desktop app",
      "url": "https://help.openai.com/en/articles/20001277-using-the-built-in-browser-in-the-chatgpt-desktop-app",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-chatgpt-skills",
      "title": "Skills in ChatGPT",
      "url": "https://help.openai.com/en/articles/20001066",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-chatgpt-scheduled-tasks",
      "title": "Scheduled Tasks in ChatGPT",
      "url": "https://help.openai.com/en/articles/10291617-tasks-in-chatgpt",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-workspace-agents",
      "title": "ChatGPT Workspace Agents for Enterprise and Business",
      "url": "https://help.openai.com/en/articles/20001143",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
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  ],
  "freshness": {
    "platformVersion": "2026-07-09-launch",
    "platformReviewedAt": "2026-07-11",
    "occupationalDataVersion": "O*NET 30.3",
    "occupationalDataGeneratedAt": "2026-06-03T05:05:52.989984+00:00"
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    "uniqueOccupationalOrTaskEvidence": false,
    "validPlatformSpecificWorkflow": true,
    "clearOutputArtifact": true,
    "realCapabilityMatch": true,
    "meaningfulHumanReviewSection": true,
    "sourcesAndFreshness": false,
    "distinctInternalRelationships": true,
    "noUnresolvedFactualOrProductVersionFailure": false,
    "indexable": false
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}