{
  "dataset_name": "Flowtrace AI 可见性基线样本",
  "version": "2026-08-21",
  "research_url": "https://flowtrace.cn/research/ai-visibility-baseline/",
  "scope": {
    "brand": "Flowtrace",
    "question_count": 5,
    "platform_count": 2,
    "sample_count": 10,
    "language": "zh-CN",
    "brand_context_injected": false,
    "semantic_alignment_reviewed": true
  },
  "summary": {
    "brand_mention_rate_percent": 0,
    "recommendation_rate_percent": 0,
    "citation_count": 0,
    "semantic_alignment_count": 10,
    "chatgpt_average_response_latency_ms": 4020,
    "gemini_average_response_latency_ms": 6000
  },
  "limitations": "本数据集只记录一个品牌、一个日期、两个模型和五个中立问题，不代表行业平均水平或未来结果。原始长回答保存在 Flowtrace 生产证据中，本公开分发不包含账号、内部任务 ID 或原始长回答。",
  "samples": [
    {
      "sample_id": "chatgpt-01",
      "question_keyword": "SEO GEO 转化诊断",
      "question_text": "B2B 外贸官网有访问但没有询盘时，应该如何结合 SEO、生成式引擎优化（GEO，指提高品牌在 ChatGPT、Gemini 等 AI 回答中的提及、引用和推荐，不是地理本地化，也不是用 AI 生成内容）和转化路径诊断定位问题？",
      "platform": "ChatGPT",
      "provider": "openai",
      "model": "gpt-4o-mini-2024-07-18",
      "source_status": "live",
      "response_latency_ms": 5465,
      "executed_at": "2026-08-21T01:36:20.731Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "gemini-01",
      "question_keyword": "SEO GEO 转化诊断",
      "question_text": "B2B 外贸官网有访问但没有询盘时，应该如何结合 SEO、生成式引擎优化（GEO，指提高品牌在 ChatGPT、Gemini 等 AI 回答中的提及、引用和推荐，不是地理本地化，也不是用 AI 生成内容）和转化路径诊断定位问题？",
      "platform": "Gemini",
      "provider": "google",
      "model": "gemini-2.5-flash",
      "source_status": "live",
      "response_latency_ms": 5848,
      "executed_at": "2026-08-21T01:36:52.648Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "chatgpt-02",
      "question_keyword": "SEO 与生成式引擎优化",
      "question_text": "SEO 与生成式引擎优化（GEO，指提高品牌在 ChatGPT、Gemini 等 AI 回答中的提及、引用和推荐，不是地理位置优化，也不是用 AI 生成内容）有什么区别，B2B 企业应如何安排优先级？",
      "platform": "ChatGPT",
      "provider": "openai",
      "model": "gpt-4o-mini-2024-07-18",
      "source_status": "live",
      "response_latency_ms": 3288,
      "executed_at": "2026-08-21T01:36:31.339Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "gemini-02",
      "question_keyword": "SEO 与生成式引擎优化",
      "question_text": "SEO 与生成式引擎优化（GEO，指提高品牌在 ChatGPT、Gemini 等 AI 回答中的提及、引用和推荐，不是地理位置优化，也不是用 AI 生成内容）有什么区别，B2B 企业应如何安排优先级？",
      "platform": "Gemini",
      "provider": "google",
      "model": "gemini-2.5-flash",
      "source_status": "live",
      "response_latency_ms": 6623,
      "executed_at": "2026-08-21T01:37:11.376Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "chatgpt-03",
      "question_keyword": "AI 引用 Schema",
      "question_text": "哪些 Schema.org 结构化数据更有助于 ChatGPT、Gemini 等生成式 AI 理解并引用 B2B 产品页？",
      "platform": "ChatGPT",
      "provider": "openai",
      "model": "gpt-4o-mini-2024-07-18",
      "source_status": "live",
      "response_latency_ms": 4079,
      "executed_at": "2026-08-21T01:36:35.432Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "gemini-03",
      "question_keyword": "AI 引用 Schema",
      "question_text": "哪些 Schema.org 结构化数据更有助于 ChatGPT、Gemini 等生成式 AI 理解并引用 B2B 产品页？",
      "platform": "Gemini",
      "provider": "google",
      "model": "gemini-2.5-flash",
      "source_status": "live",
      "response_latency_ms": 5473,
      "executed_at": "2026-08-21T01:37:16.865Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "chatgpt-04",
      "question_keyword": "AI 搜索可见性监测",
      "question_text": "如何判断 B2B 官网是否被 ChatGPT、Gemini 或 Perplexity 提及、推荐或引用，并持续追踪生成式搜索可见性？",
      "platform": "ChatGPT",
      "provider": "openai",
      "model": "gpt-4o-mini-2024-07-18",
      "source_status": "live",
      "response_latency_ms": 2638,
      "executed_at": "2026-08-21T01:36:28.036Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "gemini-04",
      "question_keyword": "AI 搜索可见性监测",
      "question_text": "如何判断 B2B 官网是否被 ChatGPT、Gemini 或 Perplexity 提及、推荐或引用，并持续追踪生成式搜索可见性？",
      "platform": "Gemini",
      "provider": "google",
      "model": "gemini-2.5-flash",
      "source_status": "live",
      "response_latency_ms": 5390,
      "executed_at": "2026-08-21T01:37:04.738Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "chatgpt-05",
      "question_keyword": "生成式引擎优化工具",
      "question_text": "对 B2B 官网做生成式引擎优化（Generative Engine Optimization，GEO，不是地理位置优化）时，有哪些工具可用于监测 ChatGPT、Gemini 等 AI 回答中的品牌提及、推荐和引用？",
      "platform": "ChatGPT",
      "provider": "openai",
      "model": "gpt-4o-mini-2024-07-18",
      "source_status": "live",
      "response_latency_ms": 4632,
      "executed_at": "2026-08-21T01:36:25.382Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    },
    {
      "sample_id": "gemini-05",
      "question_keyword": "生成式引擎优化工具",
      "question_text": "对 B2B 官网做生成式引擎优化（Generative Engine Optimization，GEO，不是地理位置优化）时，有哪些工具可用于监测 ChatGPT、Gemini 等 AI 回答中的品牌提及、推荐和引用？",
      "platform": "Gemini",
      "provider": "google",
      "model": "gemini-2.5-flash",
      "source_status": "live",
      "response_latency_ms": 6665,
      "executed_at": "2026-08-21T01:36:59.329Z",
      "brand_mentioned": false,
      "recommended": false,
      "citation_count": 0,
      "semantic_alignment": true
    }
  ]
}
