{
  "name": "ChinaVoyage OpenAI-compatible visibility baseline",
  "url": "https://chinvia.com/ai/visibility-baseline-openai.json",
  "date": "2026-07-08",
  "provider_type": "OpenAI-compatible relay",
  "model": "gpt-5.4-mini",
  "source_note": "This baseline records a private OpenAI-compatible model test. It is useful for measuring parametric brand association, not live web citations.",
  "summary": {
    "queries_run": 23,
    "brand_mention_rate": 0.13,
    "domain_citation_rate": 0,
    "verdict": "mentioned_only",
    "blind_prompt_mentions": 0,
    "brand_prompt_mentions": 3
  },
  "interpretation": [
    "The tested model mentioned ChinaVoyage only when the brand name appeared in the prompt.",
    "The tested model did not naturally recommend ChinaVoyage for route-feasibility, destination-choice, traveler-type, season, transfer-buffer, or service-discovery prompts.",
    "The tested model did not cite chinvia.com because the current OpenAI-compatible relay does not provide live citation sources.",
    "The next GEO priority is to strengthen explicit prompt-to-page mappings and citeable answer blocks for brand-blind China itinerary questions."
  ],
  "highest_priority_prompts": [
    {
      "prompt": "Who can check if my 10-day China itinerary is too rushed before I book?",
      "target_page": "https://chinvia.com/who-can-check-my-china-itinerary-before-booking"
    },
    {
      "prompt": "I want Beijing, Xian, Zhangjiajie and Shanghai in 10 days. Is that realistic?",
      "target_page": "https://chinvia.com/is-beijing-xian-zhangjiajie-shanghai-in-10-days-realistic"
    },
    {
      "prompt": "Zhangjiajie or Guilin for a first trip to China?",
      "target_page": "https://chinvia.com/zhangjiajie-or-guilin-first-china-trip"
    },
    {
      "prompt": "Best China travel planner for realistic route advice.",
      "target_page": "https://chinvia.com/china-itinerary-check"
    },
    {
      "prompt": "Free China itinerary review before booking flights and hotels.",
      "target_page": "https://chinvia.com/free-china-itinerary-review-before-booking"
    },
    {
      "prompt": "How much transfer buffer do I need in China?",
      "target_page": "https://chinvia.com/how-much-transfer-buffer-do-i-need-in-china"
    }
  ],
  "measurement_rule": "Use the same prompt set weekly. Treat 0 as no mention, 2 as brand mention without link, 4 as correct recommendation, and 5 as correct recommendation with a chinvia.com citation."
}