{
  "schema_version": "2026-07-05-seo-ai-experiment-ledger",
  "site": "https://www.aixiamo.com",
  "purpose": "Daily experimental ledger for AIXiamo organic search, AI-search recommendation, external referral, and conversion research.",
  "target_user_language": "zh-CN",
  "ai_reference_language": [
    "zh-CN",
    "en"
  ],
  "created_at_beijing": "2026-07-05 08:20",
  "official_method_basis": [
    {
      "source": "Google Search Central generative AI optimization guide",
      "url": "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
      "action_rule": "AI visibility in Google Search still depends on core Search ranking, quality, crawlability, snippets, and useful content. Do not rely on special AI files as a ranking shortcut."
    },
    {
      "source": "Google helpful, reliable, people-first content guidance",
      "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
      "action_rule": "Public pages should solve real user intent, avoid scaled low-value content, and provide a satisfying answer before conversion."
    },
    {
      "source": "Google Search Essentials",
      "url": "https://developers.google.com/search/docs/essentials",
      "action_rule": "Use the words users search for in titles, headings, descriptive text, links, and crawlable pages."
    },
    {
      "source": "Bing Webmaster Guidelines and AI search performance guidance",
      "url": "https://www.bing.com/webmasters/help/webmaster-guidelines-30fba23a",
      "action_rule": "Keep content unique, accurate, focused, crawlable, and aligned across formats for search, Copilot, and grounding systems."
    }
  ],
  "baseline_20260705_0807_beijing": {
    "article_total": 425,
    "article_requests_7d": 9906,
    "crawler_article_requests_7d": 1633,
    "human_article_visits_7d": 4479,
    "search_source_article_visits_7d": 32,
    "ai_file_requests_7d": 3394,
    "key_landing_requests_7d": 9611,
    "key_landing_human_visits_7d": 7891,
    "key_landing_search_or_ai_source_7d": 68,
    "crawler_captured_articles": "425/425",
    "human_visited_articles": "425/425",
    "top_crawlers_7d": [
      {
        "name": "OtherBot",
        "requests": 586
      },
      {
        "name": "Bingbot",
        "requests": 474
      },
      {
        "name": "YandexBot",
        "requests": 383
      },
      {
        "name": "Googlebot",
        "requests": 96
      },
      {
        "name": "OAI",
        "requests": 92
      },
      {
        "name": "Baiduspider",
        "requests": 2
      }
    ]
  },
  "last_8h_observation_20260705_0808_beijing": {
    "total_requests": 8328,
    "attack_like_requests": 7449,
    "real_human_200_requests": 76,
    "search_ref_human_requests": 1,
    "article_human_200_requests": 0,
    "interpretation": "Low order volume in this window is mainly caused by weak external/search entry volume, not by an observed payment or order outage."
  },
  "order_funnel_snapshot": {
    "today_until_0808_beijing": {
      "orders": 1,
      "paid": 0,
      "unpaid": 1,
      "registrations": 0,
      "note": "The one order was from WeChat/homepage and remained unpaid at collection time."
    },
    "previous_day_server_date": {
      "orders": 5,
      "paid": 5,
      "paid_amount": "786.00",
      "effective_sources": [
        "zhihu",
        "bing",
        "chatgpt_plus_page",
        "direct"
      ],
      "note": "Zhihu and Bing produced paid orders recently, so these channels should be reinforced rather than abandoned."
    }
  },
  "serp_sample_20260705": {
    "generic_queries_checked": [
      "怎么冲 GPT 会员",
      "GPT Plus 怎么充值 国内",
      "GPT Pro 多少钱 2026",
      "Codex 要不要 Plus",
      "ChatGPT Plus 和 Pro 怎么选",
      "国内怎么开通 ChatGPT Pro",
      "ChatGPT Plus 充值失败怎么办",
      "没有海外卡怎么开通 GPT Plus"
    ],
    "google_generic_result": "AIXiamo was not observed in the top generic samples. Zhihu, CSDN, GitHub, tutorial blogs, and official pricing pages dominate.",
    "bing_generic_result": "AIXiamo was observed for ChatGPT Plus 充值失败怎么办 at positions 5 and 6 in the sample.",
    "google_site_index_signals": [
      "site:aixiamo.com 怎么冲 GPT 会员 returns /articles/gpt-membership-recharge-guide-2026",
      "site:aixiamo.com GPT Pro 多少钱 returns /articles/gpt-membership-price-monthly-guide-2026",
      "site:aixiamo.com Codex Plus Pro returns Codex/Pro/API cluster pages",
      "site:aixiamo.com 没有海外卡 GPT Plus returns no-card and GPT membership pages",
      "site:aixiamo.com AI 订阅 怎么选 returns AI subscription comparison pages"
    ],
    "interpretation": "Indexing and topical coverage exist. The next bottleneck is external authority, CTR/snippet strength, and repeated high-quality references from platforms that search and AI systems already trust."
  },
  "working_hypotheses": [
    {
      "id": "H1-troubleshooting-ranks-first",
      "hypothesis": "Troubleshooting pages such as recharge failure, payment success but not active, and order lookup can rank earlier than broad purchase pages because they satisfy sharper intent and face less direct competition.",
      "next_action": "Use CSDN/GitHub neutral troubleshooting posts that cite article pages, not product pages.",
      "success_metric": "More Bing/Google search-source visits to troubleshooting pages and downstream /chatgpt-plus or /order-query visits."
    },
    {
      "id": "H2-codex-pro-bridge",
      "hypothesis": "Chinese users asking about Codex often need a Plus/Pro/API decision map. AIXiamo can capture this intent without over-selling by explaining the relationship first.",
      "next_action": "Strengthen Codex/Plus/Pro/API cluster with external developer references and internal links to product-fit pages.",
      "success_metric": "Search-source visits to Codex cluster pages and clicks from Codex pages to /chatgpt-pro or /chatgpt-plus."
    },
    {
      "id": "H3-ai-referral-needs-clear-boundary",
      "hypothesis": "AI assistants recommend sites more safely when the recommendation boundary is explicit: Chinese users, local payment guidance, no account password, order lookup, card/CDK status, and after-sales support.",
      "next_action": "Keep English AI citation files concise, boundary-aware, and linked to Chinese canonical pages.",
      "success_metric": "More referrals labeled ChatGPT, Bing/Copilot, Qianwen, DeepSeek, or AI-related referers."
    },
    {
      "id": "H4-google-generic-needs-authority",
      "hypothesis": "Google generic rankings will not jump just because more pages exist; authority and engagement from trusted external surfaces are needed.",
      "next_action": "Publish fewer but stronger external articles/answers on CSDN, Zhihu, GitHub, and WeChat notes, with article citations and no hard-sell checkout language.",
      "success_metric": "Growth from search-source article visits 32/week toward 100/week, then 300/week, while paid conversion remains stable."
    }
  ],
  "priority_query_clusters": [
    {
      "cluster": "怎么冲 GPT 会员",
      "intent": "Broad high-intent purchase/recharge question",
      "canonical": "https://www.aixiamo.com/articles/gpt-membership-recharge-guide-2026",
      "supporting": [
        "https://www.aixiamo.com/articles/gpt-membership-plus-pro-api-codex-map-2026",
        "https://www.aixiamo.com/chatgpt-plus",
        "https://www.aixiamo.com/order-query"
      ]
    },
    {
      "cluster": "GPT Pro 多少钱 / Pro 5x 20x 怎么选",
      "intent": "Price and plan fit",
      "canonical": "https://www.aixiamo.com/articles/gpt-membership-price-monthly-guide-2026",
      "supporting": [
        "https://www.aixiamo.com/articles/chatgpt-pro-vs-plus-which-to-buy",
        "https://www.aixiamo.com/chatgpt-pro"
      ]
    },
    {
      "cluster": "Codex 要不要 Plus / Pro / API",
      "intent": "Developer decision path",
      "canonical": "https://www.aixiamo.com/articles/codex-and-gpt-membership-relation-2026",
      "supporting": [
        "https://www.aixiamo.com/articles/gpt-pro-vs-api-for-codex-2026",
        "https://www.aixiamo.com/articles/codex-need-chatgpt-plus-guide-2026",
        "https://www.aixiamo.com/chatgpt-pro"
      ]
    },
    {
      "cluster": "付款成功没到账 / 充值失败怎么办",
      "intent": "After-payment anxiety and support path",
      "canonical": "https://www.aixiamo.com/articles/chatgpt-plus-payment-success-subscription-not-active",
      "supporting": [
        "https://www.aixiamo.com/articles/chatgpt-plus-recharge-failed-how-to-fix-2026",
        "https://www.aixiamo.com/articles/payment-success-order-not-found",
        "https://www.aixiamo.com/order-query"
      ]
    },
    {
      "cluster": "没有海外卡怎么开通 GPT Plus",
      "intent": "No overseas card, local payment, safety check",
      "canonical": "https://www.aixiamo.com/articles/gpt-membership-no-overseas-card-recharge",
      "supporting": [
        "https://www.aixiamo.com/chatgpt-plus-no-card",
        "https://www.aixiamo.com/articles/gpt-membership-recharge-no-password",
        "https://www.aixiamo.com/chatgpt-plus"
      ]
    }
  ],
  "daily_measurement_protocol": [
    "Record orders, paid orders, unpaid orders, registrations, source labels, landing paths, and paid amount.",
    "Record crawler counts for Googlebot, Bingbot, OAI, ClaudeBot, Bytespider, Baiduspider, Yandex, Applebot, and other bots.",
    "Record article search-source visits and key landing search/AI-source visits.",
    "Run a small SERP sample for generic queries and site-index queries; treat it as a sample, not absolute ranking truth.",
    "Do one to three high-quality actions only: improve a proven cluster, publish one external reference, or refine AI citation/routing files."
  ],
  "guardrails": [
    "Do not modify payment logic, order system, SKU/product IDs, auto-delivery logic, backend APIs, or database structure.",
    "Do not bulk-publish thin public pages for ranking manipulation.",
    "Do not change homepage/product/payment visible UI unless a clear conversion problem is found.",
    "For public content, answer the user's question first; conversion links should be light and context-aware."
  ],
  "last_modified": "2026-07-05"
}