{
  "platformId": "chatgpt-work",
  "workflowSlug": "budget-variance-review",
  "directAnswer": "Use ChatGPT Work to turn the dated budget, actuals, ledger detail, forecast, and operating commentary you supply into a variance-review packet: make the calculation path, source cut-off, driver evidence, and unresolved question visible. It can reconcile figures, organize explanations, and draft scenarios; it cannot post a correction, choose an accounting treatment, approve a forecast, authorize spend, or represent an explanation as settled fact. The useful object is a review packet with an evidence spine, not an automated finance decision.",
  "topUseCases": [
    {
      "interventionId": "task-2486:budget-variance-review:recommend",
      "taskId": "task-2486",
      "task": "Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.",
      "workflowId": "budget-variance-review",
      "authorityMode": "recommend",
      "centralityScreen": {
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        },
        "occupationalRelevance": {
          "value": 0.9514,
          "sourceField": "role-tasks-kv:task-2486.relevance / 100"
        },
        "frequency": {
          "kind": "modal-response-share",
          "modalResponseSharePct": 17.45,
          "collectionDate": "2026-06-03",
          "sourceField": "role-tasks-kv:task-2486.modalResponseSharePct"
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      },
      "agentFit": {
        "value": 0.9025,
        "sourceField": "rule:digital-feasibility-and-capability-fit-single-count.v2"
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      "distribution": {
        "value": 0.35,
        "sourceField": "roles-kv:aiPlaybook.delegatedTasks[task-2486].observed-distribution"
      },
      "evidenceConfidence": "weak",
      "withinGateScore": 0.048246038676499986,
      "gate": {
        "status": "limited",
        "reason": "Authority remains below an approval-required intervention."
      },
      "capabilityIds": [
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        "approval-enterprise-controls"
      ],
      "expectedArtifact": "Transaction, coding, and variance evidence table with exception flags",
      "humanReviewPoint": "The accounting owner validates records, coding, corrections, and close treatment.",
      "riskLevel": "high"
    },
    {
      "interventionId": "task-21594:budget-variance-review:assist",
      "taskId": "task-21594",
      "task": "Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs.",
      "workflowId": "budget-variance-review",
      "authorityMode": "assist",
      "centralityScreen": {
        "value": null,
        "importance": null,
        "occupationalRelevance": null,
        "frequency": {
          "kind": "unavailable",
          "reason": "O*NET 30.3 publishes task statements for 13-2051.00 while task-rating collection remains in progress; no importance, relevance, or frequency rows are available.",
          "sourceField": "onet-30.3:Task Ratings[13-2051.00]=no-rows"
        }
      },
      "agentFit": {
        "value": 0.9025,
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      "distribution": {
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        "sourceField": "roles-kv:aiPlaybook.delegatedTasks[task-21594].observed-distribution"
      },
      "evidenceConfidence": "unavailable",
      "withinGateScore": null,
      "gate": {
        "status": "limited",
        "reason": "Authority remains below an approval-required intervention."
      },
      "capabilityIds": [
        "connected-apps-files",
        "browser-research-actions"
      ],
      "expectedArtifact": "Material-variance driver analysis with dated actuals, forecast assumptions, and open questions",
      "humanReviewPoint": "The finance owner approves explanations, forecast assumptions, and the forward view.",
      "riskLevel": "high"
    }
  ],
  "workflows": [
    {
      "id": "budget-variance-review",
      "goal": "Prepare a budget-variance review packet from authorized, dated financial evidence that separates calculation, observed result, driver hypothesis, forecast assumption, and required finance judgment.",
      "inputs": [
        "Approved budget version, actuals and ledger extracts, reporting cut-off, account mappings, forecast assumptions, operating commentary, materiality thresholds, and correction approval path"
      ],
      "connectedSystems": [
        "Read-only approved general-ledger, planning-model, reporting, and supporting-document sources"
      ],
      "steps": [
        "Register budget version, actuals cut-off, account mapping, calculation, source, owner, and evidence state for each material variance.",
        "Reconcile arithmetic and coding, then distinguish an observed variance from its proposed driver, one-time item, forecast assumption, and unresolved accounting or operational question.",
        "Produce the review packet with an exception and sensitivity log; stop before posting journals, changing codes, selecting accounting treatment, approving forecast or spend, or communicating a financial conclusion as final."
      ],
      "expectedArtifact": "Budget-variance review packet with calculation spine, driver ledger, materiality flags, forecast assumptions, and exception log",
      "starterPrompt": "Using only the approved budget version, dated actuals and ledger extracts, account mappings, reporting cut-off, forecast assumptions, operating commentary, and materiality thresholds I provide, prepare a budget-variance review packet. For each material variance show calculation, source, owner, cut-off, mapping, observed result, proposed driver, forecast assumption, and evidence state. Flag MATH CHECK, CODING REVIEW, STALE, CONFLICT, UNSUPPORTED DRIVER, MATERIALITY REVIEW, or HUMAN TO RESOLVE. Do not post entries, alter codes, select accounting treatment, approve a forecast or spend, or present an explanation as final.",
      "humanReviewPoint": "The controller and accountable finance and operating owners validate records, driver explanations, accounting treatment, forecast assumptions, materiality, and any corrective action at the variance-review release gate.",
      "commonFailure": "Treating a plausible driver story, a corrected-looking spreadsheet, or a forecast assumption as proof of the variance or authority to alter the books."
    }
  ],
  "setupRecommendations": [
    {
      "item": "Connect only the read-only ledger, planning, reporting, and evidence sources required by the approved variance-review calendar.",
      "rationale": "Bind each connection to a budget version and reporting cut-off; keep posting, master-data, payment, and forecast-approval authority out of scope.",
      "capabilityIds": [
        "connected-apps-files",
        "approval-enterprise-controls"
      ]
    }
  ],
  "prompts": [
    {
      "id": "budget-variance-review-starter",
      "title": "Build a variance review with an evidence spine",
      "prompt": "Using only the approved budget version, dated actuals and ledger extracts, account mappings, reporting cut-off, forecast assumptions, operating commentary, and materiality thresholds I provide, prepare a budget-variance review packet. For each material variance show calculation, source, owner, cut-off, mapping, observed result, proposed driver, forecast assumption, and evidence state. Flag MATH CHECK, CODING REVIEW, STALE, CONFLICT, UNSUPPORTED DRIVER, MATERIALITY REVIEW, or HUMAN TO RESOLVE. Do not post entries, alter codes, select accounting treatment, approve a forecast or spend, or present an explanation as final.",
      "expectedArtifact": "Budget-variance review packet with calculation spine, driver ledger, materiality flags, forecast assumptions, and exception log",
      "humanReviewPoint": "The controller and accountable finance and operating owners validate records, driver explanations, accounting treatment, forecast assumptions, materiality, and any corrective action at the variance-review release gate."
    }
  ],
  "humanOwnedResponsibilities": [
    "Finance and operating owners retain judgment over accounting treatment, materiality, explanation, forecast, spend, corrections, controls, and every external or management communication."
  ],
  "risks": [
    {
      "id": "budget-variance-review-scaffold-risk",
      "level": "medium",
      "description": "An apparent variance can come from a cut-off, mapping, coding, or version mismatch rather than the operating driver the draft suggests.",
      "mitigation": "Expose calculation and source lineage, flag unresolved mapping and cut-off questions, and require controller approval before any correction, forecast, or conclusion is released."
    }
  ],
  "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"
    },
    {
      "id": "occupation-financial-and-investment-analysts",
      "title": "Financial and Investment Analysts occupational render model",
      "url": "https://singulariki.com/roles/financial-and-investment-analysts",
      "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"
    }
  ],
  "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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}