{
  "reportTitle": "1,080 AI content production questions: aggregate research report",
  "slug": "ai-content-production-questions-report",
  "methodologyVersion": "1.0",
  "asOf": "2026-07-19",
  "generatedAt": "2026-07-19T00:00:00.000Z",
  "datasetFingerprint": "sha256:9ccaf6b48d0575e795278ebab8a073f1c70bf21c69e58a23ec165251db3b64f4",
  "sample": {
    "sanitizedQuestions": 1080,
    "corpusFiles": 372,
    "textFilesMeasured": 314,
    "estimatedWords": 653199,
    "scoringScale": "1-5 internal editorial scale"
  },
  "dimensions": [
    {
      "key": "source_signal_type",
      "label": "Source signal",
      "items": [
        {
          "label": "transcript pattern",
          "count": 638,
          "share": 59.1
        },
        {
          "label": "site gap",
          "count": 267,
          "share": 24.7
        },
        {
          "label": "search operator hypothesis",
          "count": 150,
          "share": 13.9
        },
        {
          "label": "Reddit/forum pattern",
          "count": 25,
          "share": 2.3
        }
      ]
    },
    {
      "key": "intent_type",
      "label": "Intent",
      "items": [
        {
          "label": "tool/process",
          "count": 300,
          "share": 27.8
        },
        {
          "label": "buyer intent",
          "count": 195,
          "share": 18.1
        },
        {
          "label": "troubleshooting",
          "count": 171,
          "share": 15.8
        },
        {
          "label": "beginner",
          "count": 147,
          "share": 13.6
        },
        {
          "label": "workflow",
          "count": 120,
          "share": 11.1
        },
        {
          "label": "comparison-neutral",
          "count": 75,
          "share": 6.9
        },
        {
          "label": "monetization",
          "count": 48,
          "share": 4.4
        },
        {
          "label": "proof/example",
          "count": 24,
          "share": 2.2
        }
      ]
    },
    {
      "key": "funnel_stage",
      "label": "Funnel stage",
      "items": [
        {
          "label": "consideration",
          "count": 522,
          "share": 48.3
        },
        {
          "label": "awareness",
          "count": 363,
          "share": 33.6
        },
        {
          "label": "conversion",
          "count": 195,
          "share": 18.1
        }
      ]
    },
    {
      "key": "final_priority",
      "label": "Editorial priority",
      "items": [
        {
          "label": "P1",
          "count": 501,
          "share": 46.4
        },
        {
          "label": "P0",
          "count": 321,
          "share": 29.7
        },
        {
          "label": "P2",
          "count": 193,
          "share": 17.9
        },
        {
          "label": "Avoid",
          "count": 45,
          "share": 4.2
        },
        {
          "label": "P3",
          "count": 20,
          "share": 1.9
        }
      ]
    },
    {
      "key": "topic_cluster",
      "label": "Topic cluster",
      "items": [
        {
          "label": "AI video production",
          "count": 280,
          "share": 25.9
        },
        {
          "label": "AI image systems",
          "count": 160,
          "share": 14.8
        },
        {
          "label": "creative operations",
          "count": 80,
          "share": 7.4
        },
        {
          "label": "AI product visuals",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "character consistency",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "agency offer packaging",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI automotive visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI cinematic product videos",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI fashion campaigns",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI influencer content",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI product photography",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI product visual campaigns",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI real estate visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI SaaS product visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI skincare / cosmetics visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI static ads",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI supplement / wellness visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI UGC ads",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI video ads",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "campaign asset systems",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "client delivery workflow",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "commercial safety and claim review",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "first-frame systems",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "freelance monetization workflow",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "motion prompt systems",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "product identity consistency",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "prompt systems",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "revision and approval workflow",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "same-face character consistency",
          "count": 20,
          "share": 1.9
        }
      ]
    },
    {
      "key": "tool_or_category",
      "label": "Tool or category",
      "items": [
        {
          "label": "tool-neutral",
          "count": 480,
          "share": 44.4
        },
        {
          "label": "AI avatar / AI influencer tools",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "AI product photography tools",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "AI upscaling / repair tools",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "CapCut / editing workflow",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "ElevenLabs / voice workflow",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "GPT Image 2",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Hailuo",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Kling",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Midjourney",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Nano Banana Pro",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Pika",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Runway",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Seedance",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Sora",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "Veo",
          "count": 40,
          "share": 3.7
        }
      ]
    },
    {
      "key": "workflow_cluster",
      "label": "Workflow cluster",
      "items": [
        {
          "label": "AI cinematic product videos",
          "count": 100,
          "share": 9.3
        },
        {
          "label": "AI product photography",
          "count": 100,
          "share": 9.3
        },
        {
          "label": "AI video ads",
          "count": 100,
          "share": 9.3
        },
        {
          "label": "motion prompt systems",
          "count": 100,
          "share": 9.3
        },
        {
          "label": "AI influencer content",
          "count": 60,
          "share": 5.6
        },
        {
          "label": "AI product visual campaigns",
          "count": 60,
          "share": 5.6
        },
        {
          "label": "AI UGC ads",
          "count": 60,
          "share": 5.6
        },
        {
          "label": "client delivery workflow",
          "count": 60,
          "share": 5.6
        },
        {
          "label": "prompt systems",
          "count": 60,
          "share": 5.6
        },
        {
          "label": "revision and approval workflow",
          "count": 60,
          "share": 5.6
        },
        {
          "label": "AI video production",
          "count": 40,
          "share": 3.7
        },
        {
          "label": "agency offer packaging",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI automotive visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI fashion campaigns",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI real estate visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI SaaS product visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI skincare / cosmetics visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI static ads",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "AI supplement / wellness visuals",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "campaign asset systems",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "commercial safety and claim review",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "first-frame systems",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "freelance monetization workflow",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "product identity consistency",
          "count": 20,
          "share": 1.9
        },
        {
          "label": "same-face character consistency",
          "count": 20,
          "share": 1.9
        }
      ]
    },
    {
      "key": "answer_format",
      "label": "Recommended answer format",
      "items": [
        {
          "label": "detailed section",
          "count": 246,
          "share": 22.8
        },
        {
          "label": "checklist",
          "count": 222,
          "share": 20.6
        },
        {
          "label": "short FAQ",
          "count": 171,
          "share": 15.8
        },
        {
          "label": "troubleshooting table",
          "count": 171,
          "share": 15.8
        },
        {
          "label": "workflow page",
          "count": 147,
          "share": 13.6
        },
        {
          "label": "comparison-neutral guide",
          "count": 75,
          "share": 6.9
        },
        {
          "label": "glossary",
          "count": 24,
          "share": 2.2
        },
        {
          "label": "proof support",
          "count": 24,
          "share": 2.2
        }
      ]
    }
  ],
  "frictionClusters": [
    {
      "label": "AI cinematic product videos",
      "count": 14,
      "share": 8.2
    },
    {
      "label": "AI product photography",
      "count": 14,
      "share": 8.2
    },
    {
      "label": "AI video ads",
      "count": 14,
      "share": 8.2
    },
    {
      "label": "motion prompt systems",
      "count": 14,
      "share": 8.2
    },
    {
      "label": "AI influencer content",
      "count": 9,
      "share": 5.3
    },
    {
      "label": "AI product visual campaigns",
      "count": 9,
      "share": 5.3
    },
    {
      "label": "AI UGC ads",
      "count": 9,
      "share": 5.3
    },
    {
      "label": "client delivery workflow",
      "count": 9,
      "share": 5.3
    },
    {
      "label": "prompt systems",
      "count": 9,
      "share": 5.3
    },
    {
      "label": "revision and approval workflow",
      "count": 9,
      "share": 5.3
    },
    {
      "label": "AI video production",
      "count": 5,
      "share": 2.9
    },
    {
      "label": "agency offer packaging",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI automotive visuals",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI fashion campaigns",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI real estate visuals",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI SaaS product visuals",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI skincare / cosmetics visuals",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI static ads",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "AI supplement / wellness visuals",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "campaign asset systems",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "commercial safety and claim review",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "first-frame systems",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "freelance monetization workflow",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "product identity consistency",
      "count": 4,
      "share": 2.3
    },
    {
      "label": "same-face character consistency",
      "count": 4,
      "share": 2.3
    }
  ],
  "toolLens": [
    {
      "label": "named tool or category",
      "count": 600,
      "share": 55.6
    },
    {
      "label": "tool-neutral",
      "count": 480,
      "share": 44.4
    }
  ],
  "scoreAverages": [
    {
      "key": "demand_score",
      "label": "Demand signal score",
      "average": 4.25
    },
    {
      "key": "business_value_score",
      "label": "Business value score",
      "average": 4.24
    },
    {
      "key": "content_gap_score",
      "label": "Content gap score",
      "average": 3.55
    },
    {
      "key": "proof_fit_score",
      "label": "Proof fit score",
      "average": 4.06
    },
    {
      "key": "risk_score",
      "label": "Risk score",
      "average": 2.88
    }
  ],
  "limitations": [
    "This is an internal corpus analysis, not a representative survey of creators, buyers, or the wider market.",
    "Counts describe the sanitized question bank and its editorial labels; they do not measure search volume, rankings, traffic, or product adoption.",
    "Transcript patterns, site gaps, search hypotheses, and forum patterns were normalized into original questions before aggregation.",
    "Tool behavior and audience vocabulary can change, so the report is a dated planning snapshot rather than a permanent benchmark."
  ],
  "privacy": {
    "publicData": "Aggregate counts, shares, score averages, methodology, and limitations only.",
    "excludedData": "Raw questions, variants, transcript text, source names, timestamps, private file paths, competitor course or community names, and full prompts."
  }
}