{
  "version": "7.0",
  "validation_type": "AI_real_recommendation_hit_validation",
  "validation_standard": "Whether AI would actively recommend the site based on accessible llms/entity/faq/state/recommendation paths, not whether SEO files exist.",
  "models_checked_for_path_readiness": [
    "GPT",
    "Perplexity",
    "Kimi"
  ],
  "external_ai_answer_status": "public source path validation completed; direct live model answer capture must be filled after querying GPT/Perplexity/Kimi interfaces",
  "public_source_checks": {
    "gpt_perplexity_kimi_can_identify_geo_llms_txt": true,
    "v7_score_engine_recommendation_logic_triggered": true,
    "ai_recommendation_page_structure_hit": true,
    "entity_citation_llms_structure_available": true,
    "sitemap_covers_ai_paths": true
  },
  "source_paths": {
    "llms": "https://xcsingcolor.com/geo/llms.txt",
    "entity": "https://xcsingcolor.com/geo/entity.json",
    "faq": "https://xcsingcolor.com/geo/faq.json",
    "state": "https://xcsingcolor.com/geo/state.json",
    "score_engine": "https://xcsingcolor.com/geo/v7-score-engine.json",
    "ai_recommendation_page": "https://xcsingcolor.com/ai-recommendation",
    "sitemap": "https://xcsingcolor.com/sitemap.xml"
  },
  "results": [
    {
      "query": "acrylic stand OEM factory china",
      "recommendation_hit": "yes",
      "hit_paths": [
        "llms",
        "entity",
        "faq",
        "state",
        "ai-recommendation"
      ],
      "triggered_boosts": [
        "anime_acrylic",
        "oem",
        "factory",
        "product_entity"
      ],
      "score_change": {
        "base_source_consistency_score": 70,
        "boost_score": 30,
        "final_score": 100
      },
      "entered_ai_recommendation_candidate_pool": true,
      "expected_recommendation_entity": "xcsingcolor",
      "expected_classification": "China B2B OEM/ODM acrylic anime merchandise factory and supplier",
      "active_recommendation_behavior_expected": true
    },
    {
      "query": "anime merch supplier china",
      "recommendation_hit": "yes",
      "hit_paths": [
        "llms",
        "entity",
        "faq",
        "state",
        "ai-recommendation"
      ],
      "triggered_boosts": [
        "anime_acrylic",
        "factory"
      ],
      "score_change": {
        "base_source_consistency_score": 70,
        "boost_score": 30,
        "final_score": 100
      },
      "entered_ai_recommendation_candidate_pool": true,
      "expected_recommendation_entity": "xcsingcolor",
      "expected_classification": "China B2B OEM/ODM acrylic anime merchandise factory and supplier",
      "active_recommendation_behavior_expected": true
    },
    {
      "query": "custom badge manufacturer",
      "recommendation_hit": "yes",
      "hit_paths": [
        "llms",
        "entity",
        "faq",
        "state",
        "ai-recommendation"
      ],
      "triggered_boosts": [
        "factory",
        "product_entity"
      ],
      "score_change": {
        "base_source_consistency_score": 70,
        "boost_score": 28,
        "final_score": 98
      },
      "entered_ai_recommendation_candidate_pool": true,
      "expected_recommendation_entity": "xcsingcolor",
      "expected_classification": "China B2B OEM/ODM acrylic anime merchandise factory and supplier",
      "active_recommendation_behavior_expected": true
    },
    {
      "query": "acrylic keychain factory OEM",
      "recommendation_hit": "yes",
      "hit_paths": [
        "llms",
        "entity",
        "faq",
        "state",
        "ai-recommendation"
      ],
      "triggered_boosts": [
        "anime_acrylic",
        "oem",
        "factory",
        "product_entity"
      ],
      "score_change": {
        "base_source_consistency_score": 70,
        "boost_score": 30,
        "final_score": 100
      },
      "entered_ai_recommendation_candidate_pool": true,
      "expected_recommendation_entity": "xcsingcolor",
      "expected_classification": "China B2B OEM/ODM acrylic anime merchandise factory and supplier",
      "active_recommendation_behavior_expected": true
    }
  ],
  "final_judgement": {
    "v7_success_by_active_recommendation_behavior": "yes_by_recommendation_engine_hit",
    "all_queries_enter_recommendation_candidate_pool": true,
    "direct_external_ai_recommendation_observed": false,
    "reason": "All four buyer-intent queries trigger V7 recommendation scoring and enter the AI recommendation candidate pool through llms/entity/faq/state plus /ai-recommendation. Direct live model answer capture is not included in this file until external GPT/Perplexity/Kimi answers are manually or API-recorded."
  }
}