{
  "platformId": "chatgpt-work",
  "workflowSlug": "content-calendar-production",
  "directAnswer": "Use ChatGPT Work to turn the approved campaign brief, audience definition, claims evidence, channel constraints, milestones, and existing assets you supply into a review-ready content calendar: make every proposed item traceable to an objective, owner, dependency, claim source, and approval state. It can organize the plan, reveal collisions, and draft editorial options; it cannot set strategy, approve a claim, choose a channel, make a commitment, publish content, or speak for the brand. The calendar is a controlled planning surface—marketing owns the message and release.",
  "topUseCases": [
    {
      "interventionId": "task-20709:content-calendar-production:approval-required",
      "taskId": "task-20709",
      "task": "Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.",
      "workflowId": "content-calendar-production",
      "authorityMode": "approval-required",
      "centralityScreen": {
        "value": 0.0789217344,
        "importance": {
          "value": 0.81,
          "sourceField": "role-tasks-kv:task-20709.importance"
        },
        "occupationalRelevance": {
          "value": 0.9822,
          "sourceField": "role-tasks-kv:task-20709.relevance / 100"
        },
        "frequency": {
          "kind": "modal-response-share",
          "modalResponseSharePct": 9.92,
          "collectionDate": "2026-06-03",
          "sourceField": "role-tasks-kv:task-20709.modalResponseSharePct"
        }
      },
      "agentFit": {
        "value": 0.9025,
        "sourceField": "rule:digital-feasibility-and-capability-fit-single-count.v2"
      },
      "distribution": {
        "value": 0.9,
        "sourceField": "roles-kv:aiPlaybook.delegatedTasks[task-20709].observed-distribution"
      },
      "evidenceConfidence": "weak",
      "withinGateScore": 0.06410417876640001,
      "gate": {
        "status": "approval-required",
        "reason": "A person must approve the verifiable handoff before action."
      },
      "capabilityIds": [
        "connected-apps-files",
        "deliverable-generation",
        "long-running-projects"
      ],
      "expectedArtifact": "Campaign-input section linking objectives, audiences, claims evidence, and approval state",
      "humanReviewPoint": "The accountable marketing owner approves claims, audience treatment, and channel choices.",
      "riskLevel": "high"
    },
    {
      "interventionId": "task-21466:content-calendar-production:assist",
      "taskId": "task-21466",
      "task": "Develop or update project plans including information such as objectives, technologies, schedules, funding, and staffing.",
      "workflowId": "content-calendar-production",
      "authorityMode": "assist",
      "centralityScreen": {
        "value": null,
        "importance": null,
        "occupationalRelevance": null,
        "frequency": {
          "kind": "unavailable",
          "reason": "O*NET 30.3 publishes the task statement for 13-1082.00 while task-rating collection remains in progress; no importance, relevance, or frequency rows are available.",
          "sourceField": "onet-30.3:Task Ratings[13-1082.00]=no-rows"
        }
      },
      "agentFit": {
        "value": 0.9025,
        "sourceField": "rule:digital-feasibility-and-capability-fit-single-count.v2"
      },
      "distribution": {
        "value": 0,
        "sourceField": "roles-kv:role-13-1082-00.aiPlaybook=null;rule:unavailable-evidence-conservative-zero.v2"
      },
      "evidenceConfidence": "unavailable",
      "withinGateScore": null,
      "gate": {
        "status": "limited",
        "reason": "Authority remains below an approval-required intervention."
      },
      "capabilityIds": [
        "connected-apps-files",
        "deliverable-generation"
      ],
      "expectedArtifact": "Content-calendar schedule with owners, dependencies, review state, and publication constraints",
      "humanReviewPoint": "The project owner confirms dates, dependencies, capacity, and release readiness.",
      "riskLevel": "medium"
    }
  ],
  "workflows": [
    {
      "id": "content-calendar-production",
      "goal": "Produce a review-ready content calendar from approved campaign inputs that keeps strategy, substantiation, channel choice, dependencies, and release authority visible and human-owned.",
      "inputs": [
        "Approved campaign brief, objectives, audience and consent constraints, brand and legal rules, claim substantiation, channel rules, milestones, asset inventory, owners, capacity, and approval path"
      ],
      "connectedSystems": [
        "Read-only approved campaign-brief, asset-library, calendar, analytics, brand, and legal-reference sources"
      ],
      "steps": [
        "Register each proposed item with objective, audience, channel candidate, owner, claim source, asset dependency, milestone, consent or usage constraint, and approval state.",
        "Sequence the calendar around approved milestones and capacity; distinguish a sourced claim from a draft message, a proposed channel from an approved placement, and a target date from a release commitment.",
        "Produce a review-ready calendar with collision, dependency, substantiation, and approval queues, then stop before setting strategy, approving claims, buying media, publishing, scheduling external delivery, or communicating as the brand."
      ],
      "expectedArtifact": "Review-ready content calendar with objective map, claim and asset register, owner and dependency plan, and approval queue",
      "starterPrompt": "Using only the approved campaign brief, objectives, audience and consent constraints, brand and legal rules, claim substantiation, channel rules, milestones, assets, owners, capacity, and approval path I provide, prepare a review-ready content calendar. For every proposed item show objective, audience, channel candidate, owner, claim source, asset dependency, milestone, target date, and approval state. Flag UNSUBSTANTIATED CLAIM, RIGHTS REVIEW, CONSENT REVIEW, CHANNEL APPROVAL, CAPACITY CONFLICT, DEPENDENCY BLOCKED, DATE AT RISK, or HUMAN TO APPROVE. Do not set strategy, approve copy or claims, select channels, buy media, publish, schedule external delivery, or speak for the brand.",
      "humanReviewPoint": "The accountable marketing, brand, legal, channel, and project owners approve strategy, claims, audience treatment, channel choice, timing, budget, final creative, and release at the publication gate.",
      "commonFailure": "A calendar that makes an unsourced claim, an unapproved channel, or a tentative date look like an approved promise to the market."
    }
  ],
  "setupRecommendations": [
    {
      "item": "Connect only the read-only campaign, asset, calendar, analytics, brand, and legal-reference sources needed to plan the approved work.",
      "rationale": "Map every connection to a brief, claim, asset, milestone, or owner; exclude publishing, ad-account, spend, social-posting, and customer-contact authority.",
      "capabilityIds": [
        "connected-apps-files",
        "approval-enterprise-controls"
      ]
    }
  ],
  "prompts": [
    {
      "id": "content-calendar-production-starter",
      "title": "Plan a content calendar without releasing the brand",
      "prompt": "Using only the approved campaign brief, objectives, audience and consent constraints, brand and legal rules, claim substantiation, channel rules, milestones, assets, owners, capacity, and approval path I provide, prepare a review-ready content calendar. For every proposed item show objective, audience, channel candidate, owner, claim source, asset dependency, milestone, target date, and approval state. Flag UNSUBSTANTIATED CLAIM, RIGHTS REVIEW, CONSENT REVIEW, CHANNEL APPROVAL, CAPACITY CONFLICT, DEPENDENCY BLOCKED, DATE AT RISK, or HUMAN TO APPROVE. Do not set strategy, approve copy or claims, select channels, buy media, publish, schedule external delivery, or speak for the brand.",
      "expectedArtifact": "Review-ready content calendar with objective map, claim and asset register, owner and dependency plan, and approval queue",
      "humanReviewPoint": "The accountable marketing, brand, legal, channel, and project owners approve strategy, claims, audience treatment, channel choice, timing, budget, final creative, and release at the publication gate."
    }
  ],
  "humanOwnedResponsibilities": [
    "Marketing, brand, legal, channel, and project owners retain strategy, audience and consent judgment, claim approval, creative approval, channel selection, budget, publishing, commitments, and brand communication."
  ],
  "risks": [
    {
      "id": "content-calendar-production-scaffold-risk",
      "level": "medium",
      "description": "A polished calendar can turn draft copy, unverified claims, provisional dates, or candidate channels into implied market commitments.",
      "mitigation": "Keep claim sources, rights, consent, dependencies, and approval state on every item; hold all publication and external communication behind the accountable release gate."
    }
  ],
  "sources": [
    {
      "id": "occupation-marketing-managers",
      "title": "Marketing Managers occupational render model",
      "url": "https://singulariki.com/roles/marketing-managers",
      "publisher": "gold.onet_role_starter_surface",
      "lastReviewedAt": "2026-06-03"
    },
    {
      "id": "occupation-project-management-specialists",
      "title": "Project Management Specialists occupational render model",
      "url": "https://singulariki.com/roles/project-management-specialists",
      "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"
  },
  "quality": {
    "uniqueOccupationalOrTaskEvidence": false,
    "validPlatformSpecificWorkflow": true,
    "clearOutputArtifact": true,
    "realCapabilityMatch": true,
    "meaningfulHumanReviewSection": true,
    "sourcesAndFreshness": false,
    "distinctInternalRelationships": true,
    "noUnresolvedFactualOrProductVersionFailure": false,
    "indexable": false
  }
}