{
  "schemaVersion": "1.0.0",
  "datasetId": "ai-search-citation-reddit-surface-preflight-2026-07-31",
  "createdAt": "2026-07-31T21:29:05Z",
  "queryId": "benchmark-ai-search-rag-finetuning-citations",
  "releaseId": "20260721T012841Z-5399a9c64530",
  "publicJsonUrl": "https://course.dragonai.tech/datasets/ai-search-citation-reddit-surface-preflight-2026-07-31.json",
  "publicCsvUrl": "https://course.dragonai.tech/datasets/ai-search-citation-reddit-surface-preflight-2026-07-31.csv",
  "sourceBindings": [
    {
      "role": "frozen_five_batch_run_level",
      "path": "geo/datasets/ai-search-citation-benchmark-five-batch-run-level-2026-07-30.json",
      "sha256": "eb006cecfda3e2c9a01a03d940f606c4ca084d7aa591f5a158f11c5bfa465b7c"
    },
    {
      "role": "human_reviewed_subreddit_policy_preflight",
      "path": "geo/evidence/reddit-citation-surface-policy-2026-07-31.json",
      "sha256": "e78630a0c4ed317b7334482a75a21370b576f619a53805a0a4c4e91470a8b196"
    }
  ],
  "summary": {
    "redditCitationUrlCount": 5,
    "redditCitationOccurrenceCount": 11,
    "subredditCount": 5,
    "directPreparationCandidateCount": 0,
    "subredditCitationOccurrences": {
      "AI_Agents": 1,
      "LangChain": 1,
      "LocalLLM": 1,
      "LocalLLaMA": 4,
      "Rag": 4
    },
    "payloadPrepared": false,
    "externalMutationPerformed": false,
    "countsAsChannelRecommendation": false,
    "countsAsExternalPublication": false,
    "countsAsExternalLinkEvidence": false,
    "countsAsGeoSuccess": false
  },
  "method": {
    "citationSelection": "Select exact www.reddit.com citation URLs from the frozen five-batch run-level dataset and aggregate unique run occurrences.",
    "eligibilityTriage": "Bind each observed subreddit to a human-reviewed policy preflight. Unknown or inaccessible rules remain ineligible for payload preparation."
  },
  "rows": [
    {
      "subreddit": "LocalLLaMA",
      "citationUrl": "https://www.reddit.com/r/LocalLLaMA/comments/1ouxy9y/finetune_for_rag/",
      "citationOccurrenceCount": 4,
      "runCount": 4,
      "batchCount": 3,
      "providers": [
        "gemini_google_search_grounding"
      ],
      "eligibilityClass": "blocked_pending_genuine_community_participation",
      "directPreparationCandidate": false,
      "moderatorEvidenceUrls": [
        "https://www.reddit.com/r/LocalLLaMA/comments/1su3ao4/rlocalllama_rule_updates/",
        "https://www.reddit.com/r/LocalLLaMA/comments/1t1a3j7/new_rules_1_week_checkin/",
        "https://www.reddit.com/r/LocalLLaMA/comments/1t6frcj/removed/",
        "https://www.reddit.com/r/LocalLLaMA/comments/1sg3vhp/removed/"
      ],
      "payloadPrepared": false,
      "countsAsGeoSuccess": false
    },
    {
      "subreddit": "Rag",
      "citationUrl": "https://www.reddit.com/r/Rag/comments/1ouz0zs/finetune_for_rag/",
      "citationOccurrenceCount": 4,
      "runCount": 4,
      "batchCount": 2,
      "providers": [
        "gemini_google_search_grounding"
      ],
      "eligibilityClass": "rules_unverified_due_anonymous_403",
      "directPreparationCandidate": false,
      "moderatorEvidenceUrls": [],
      "payloadPrepared": false,
      "countsAsGeoSuccess": false
    },
    {
      "subreddit": "AI_Agents",
      "citationUrl": "https://www.reddit.com/r/AI_Agents/comments/1ij4435/why_shouldnt_use_rag_for_your_ai_agents_and_what/",
      "citationOccurrenceCount": 1,
      "runCount": 1,
      "batchCount": 1,
      "providers": [
        "gemini_google_search_grounding"
      ],
      "eligibilityClass": "rules_unverified_due_anonymous_403",
      "directPreparationCandidate": false,
      "moderatorEvidenceUrls": [],
      "payloadPrepared": false,
      "countsAsGeoSuccess": false
    },
    {
      "subreddit": "LangChain",
      "citationUrl": "https://www.reddit.com/r/LangChain/comments/1ihc3n2/10_rag_papers_you_should_read_from_january_2025/",
      "citationOccurrenceCount": 1,
      "runCount": 1,
      "batchCount": 1,
      "providers": [
        "gemini_google_search_grounding"
      ],
      "eligibilityClass": "rules_unverified_due_anonymous_403",
      "directPreparationCandidate": false,
      "moderatorEvidenceUrls": [],
      "payloadPrepared": false,
      "countsAsGeoSuccess": false
    },
    {
      "subreddit": "LocalLLM",
      "citationUrl": "https://www.reddit.com/r/LocalLLM/comments/1v2z4m2/rig_recommendation_for_a_scientist/",
      "citationOccurrenceCount": 1,
      "runCount": 1,
      "batchCount": 1,
      "providers": [
        "gemini_google_search_grounding"
      ],
      "eligibilityClass": "rules_unverified_due_anonymous_403",
      "directPreparationCandidate": false,
      "moderatorEvidenceUrls": [],
      "payloadPrepared": false,
      "countsAsGeoSuccess": false
    }
  ],
  "evidenceBoundaries": [
    "Observed citations describe competitor/source surfaces; they do not authorize DragonAI publication.",
    "Anonymous subreddit rule endpoints returned 403 during preflight; unverified communities require authenticated human review.",
    "No Reddit draft, post, comment, account action or external link was created.",
    "This dataset is not evidence of DragonAI citation, brand mention, external backlink or GEO success."
  ],
  "integrity": {
    "algorithm": "sha256",
    "canonicalCoreSha256": "658810bd913b0590a98309f1d9e8f879b51c8cefa5c99253ba2bd64d9e08c30b"
  },
  "title": "Reddit cited-surface eligibility preflight (2026-07-31)",
  "description": "A read-only audit of the five Reddit URLs cited in the frozen five-batch benchmark, binding exact citation occurrences to subreddit policy and human-account eligibility boundaries. It is not a publication payload, backlink, or GEO success signal.",
  "url": "https://course.dragonai.tech/datasets/ai-search-citation-reddit-surface-preflight-2026-07-31.json",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "creator": "DragonAI Content Research"
}