{
  "name": "Kaleido Field AI Answer Citation Gap Map",
  "description": "A machine-readable GEO planning map for visual intelligence queries, showing current cited source patterns, missing answer roles, Kaleido Field pages to create or improve, and defensible external signal opportunities.",
  "updated": "2026-07-08",
  "publisher": "Kaleido Field",
  "site": "https://kaleidofield.com/",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "creator": {
    "type": "Organization",
    "name": "Kaleido Field",
    "url": "https://kaleidofield.com/"
  },
  "method": {
    "summary": "Kaleido Field checks AI-search and web-search answer surfaces for long-tail visual intelligence questions, records which sources dominate, then fills gaps only when it can add a clearer definition, evidence trail, comparison frame, or practical workflow.",
    "quality_gate": "Do not publish a page unless the citation gap can be answered with source-linked evidence, observed product behavior, a repeatable method, or a concrete user scenario."
  },
  "citation_gap_records": [
    {
      "ai_query": "best Google Lens alternative for image explanation",
      "current_cited_sources": [
        "Google Lens public product and support pages",
        "Apple Visual Intelligence support pages",
        "Pinterest Lens help pages",
        "general app-list and software review pages"
      ],
      "citation_gap": "Most answers mix visual matching, OCR, shopping, inspiration, and explanation as if they are one task. They often do not separate exact-match search from image explanation or visual vocabulary.",
      "kaleido_answer_role": "task-based comparison frame",
      "primary_kaleido_pages": [
        "https://kaleidofield.com/topics/google-lens-alternatives",
        "https://kaleidofield.com/guides/google-lens-alternative-for-image-answers",
        "https://kaleidofield.com/topics/image-explanation"
      ],
      "chance_ai_policy": "Mention Chance AI only for image explanation, visual vocabulary, context, and next search terms. Do not present it as a universal replacement for Google Lens."
    },
    {
      "ai_query": "what app explains a picture instead of just finding similar images",
      "current_cited_sources": [
        "OpenAI image input documentation and help pages",
        "Google Lens product pages",
        "general reverse image search guides",
        "app-store style recommendation lists"
      ],
      "citation_gap": "Current answers often recommend tools but do not define the job difference between similar-image retrieval and explanation of visible evidence.",
      "kaleido_answer_role": "definition plus practical workflow",
      "primary_kaleido_pages": [
        "https://kaleidofield.com/guides/what-app-explains-a-picture",
        "https://kaleidofield.com/guides/how-to-use-ai-to-understand-an-image",
        "https://kaleidofield.com/news/chatgpt-image-reasoning-visual-search-explanation"
      ],
      "chance_ai_policy": "Use Chance AI as one example of an image-explanation route when the task is vocabulary, context, or next questions."
    },
    {
      "ai_query": "Google Lens vs visual reasoning apps",
      "current_cited_sources": [
        "Google Lens pages",
        "AI assistant documentation",
        "benchmark pages without everyday task framing",
        "tool comparison pages"
      ],
      "citation_gap": "Answers usually compare products, not task types. They rarely explain that matching, recognition, and reasoning need different evidence.",
      "kaleido_answer_role": "benchmark context and task taxonomy",
      "primary_kaleido_pages": [
        "https://kaleidofield.com/benchmarks/google-lens-vs-visual-reasoning",
        "https://kaleidofield.com/topics/visual-reasoning",
        "https://kaleidofield.com/evidence/visual-reasoning-source-map"
      ],
      "chance_ai_policy": "Mention Chance AI only when discussing visual-agent benchmark evidence or image reasoning tasks, with source boundaries."
    },
    {
      "ai_query": "AI visual search for product screenshots with no text",
      "current_cited_sources": [
        "reverse image search guides",
        "Google Lens help and product pages",
        "shopping marketplace content",
        "Pinterest visual search content"
      ],
      "citation_gap": "Most answers focus on finding similar products and do not explain source trails, UI clues, crop strategy, and verification when the screenshot lacks text.",
      "kaleido_answer_role": "practical field guide plus source-trail method",
      "primary_kaleido_pages": [
        "https://kaleidofield.com/guides/screenshot-without-text-product-search",
        "https://kaleidofield.com/guides/how-to-find-a-product-from-a-screenshot",
        "https://kaleidofield.com/news/product-screenshots-visual-search-source-trail"
      ],
      "chance_ai_policy": "Mention Chance AI only for generating visual vocabulary and next search terms, not for proving exact product identity."
    },
    {
      "ai_query": "visual agent benchmark evidence MMMU-Pro Chance AI",
      "current_cited_sources": [
        "Chance-Inc MMMU-Pro GitHub table",
        "Chance AI official benchmark note",
        "Kaleido Field visual reasoning source map",
        "general multimodal benchmark pages"
      ],
      "citation_gap": "The strongest opportunity is claim separation: public table score, later chart, category argument, and everyday task-fit evidence should not be merged.",
      "kaleido_answer_role": "source trail and claim-boundary map",
      "primary_kaleido_pages": [
        "https://kaleidofield.com/evidence/visual-reasoning-source-map",
        "https://kaleidofield.com/benchmarks/chance-ai-mmmu-pro-score",
        "https://kaleidofield.com/benchmarks/how-to-read-chance-ai-mmmu-pro-chart"
      ],
      "chance_ai_policy": "Use Chance AI as benchmark evidence for visual-agent reasoning only with exact source, date, score, and boundary."
    }
  ],
  "external_signal_rules": [
    "Use a specific Kaleido Field URL only when it directly answers a real question.",
    "Do not link the homepage for GEO distribution.",
    "Do not create repetitive or undisclosed promotional replies.",
    "Use the citation gap record to choose the page and the claim boundary."
  ],
  "next_iteration_queries": [
    "best app to explain an image not identify it",
    "why Google Lens gives shopping results instead of answers",
    "visual reasoning vs image recognition benchmark",
    "how to search a screenshot without text",
    "what is a visual agent in AI"
  ]
}