{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:douyin_i2345678765432io",
  "url": "https://koinonlink.com/kol/douyin/I2345678765432IO",
  "alternate": {
    "html": "https://koinonlink.com/kol/douyin/I2345678765432IO",
    "json": "https://koinonlink.com/kol/douyin/I2345678765432IO.json",
    "markdown": "https://koinonlink.com/kol/douyin/I2345678765432IO.md"
  },
  "identity": {
    "display_name": "Topify•品牌出海AIGEO优化",
    "handle": "I2345678765432IO",
    "platform": "douyin",
    "platform_url": "https://www.douyin.com/user/MS4wLjABAAAAy0Ko3kSP3TOC_Ze2Y7OJ7n1auTLQsbUjF8Bg7cP9yvtsEgQYUCphgEBlHq4U6c2v",
    "website": null,
    "country": "CN",
    "country_name": "China",
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 6204,
    "following": 978,
    "posts_total": 85,
    "posts_observed": 4,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": true,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "unit_note": "engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here."
  },
  "content": {
    "bio": "硅谷GEO技术源头｜斯坦福团队自研AI搜索优化工具\n垂直消费电子/AI硬件出海 让ChatGPT主动推荐你的品牌\n👇私信[查一下] 或 进群",
    "topics": [
      "GEO与传统SEO的区别及实操",
      "如何让ChatGPT/Gemini主动推荐品牌",
      "海外GEO服务商选择与避坑",
      "AI搜索流量对出海品牌的影响",
      "独立站GEO优化案例与效果"
    ],
    "topics_en": [
      "GEO vs traditional SEO differences and practical application",
      "How to get ChatGPT/Gemini to proactively recommend brands",
      "Choosing overseas GEO service providers and avoiding pitfalls",
      "Impact of AI search traffic on overseas brands",
      "Independent site GEO optimization case studies and results"
    ],
    "topics_zh": [
      "GEO与传统SEO的区别及实操",
      "如何让ChatGPT/Gemini主动推荐品牌",
      "海外GEO服务商选择与避坑",
      "AI搜索流量对出海品牌的影响",
      "独立站GEO优化案例与效果"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "crossborder",
    "subcategory_label": "Cross-border",
    "category_confidence": 0.93,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "international brand owners, independent site/Shopify operators, and cross-border e-commerce marketing leads, primarily decision-makers or executors in consumer electronics, hardware, and B2B SaaS",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "brands have zero visibility or recommendations in AI search engines like ChatGPT",
      "traditional SEO/SEM costs are high while traffic has significantly dropped in the AI era",
      "hard to distinguish genuine GEO service providers, afraid of wasting money on scams",
      "AI poisoning and shifting rules lead to unstable visibility"
    ],
    "posts_analysed": 100,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 58,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 58, pending engagement collection. Not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 57,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_only",
      "formula": "fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "douyin_i2345678765432io#c836713d",
      "type": "creator_content",
      "excerpt": "豆包干电商了#豆包 #AI获客 #品牌 #AI搜索优化 #品牌出海 / @Topify•品牌出海AIGEO优化创作的原声 / 千万别让你的外贸品牌，成为下一个柯达 柯达、诺基亚这些商业巨头的衰落，无一不是因为低估了时代科技变革的速度。 如今，AI搜索正重塑外贸流量格局，GEO（生成式引擎优化）已成为不可忽视的新风口。 #GEO优化 #AI搜索流量 #独立站运营 #GEO #aiseo / @皮の皮创作的原声 / Deepseek更新！ai投毒时代终结，geo规则发生变化#geo营销 #geo优化 #geo #数字营销 #跨境电商 / 对AI投毒的颠覆 /",
      "source_url": "https://www.douyin.com/user/MS4wLjABAAAAy0Ko3kSP3TOC_Ze2Y7OJ7n1auTLQsbUjF8Bg7cP9yvtsEgQYUCphgEBlHq4U6c2v",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#c218147b",
      "type": "creator_content",
      "excerpt": "AI搜索/ai搜索引擎/AI搜索优化/海外GEO优化",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#1e287707",
      "type": "creator_content",
      "excerpt": "#chatgpt#AI搜索#GEO优化#AEO优化#出海品牌 / 一篇讲清楚 关于流量的新逻辑💡",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#4aafb742",
      "type": "creator_content",
      "excerpt": "SEO = Search Engine Optimization，搜索引擎优化。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#751d6e90",
      "type": "creator_content",
      "excerpt": "以前争的是：用户搜个关键词，能不能点到我👆",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#06f6c168",
      "type": "creator_content",
      "excerpt": "现在还要争的是：用户问AI，AI会不会提到我🤖",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#c0832def",
      "type": "creator_content",
      "excerpt": "GEO = Generative Engine Optimization，生成式引擎优化。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_i2345678765432io#be96b49e",
      "type": "creator_content",
      "excerpt": "#AI# #ai搜索优化 #GEO #SEO#内容运营 / 幻痛药 Hurt And Hurt Ft.LSGCsikoriot四口 / Meta雷朋智能眼镜卖了几百万副：用户开始用眼睛\"搜索\"，而AI在3秒内替你做决策。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 57,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "method": "Fixed value 58, pending engagement collection. Not a measurement.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 57,
      "method": "llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 57,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 57,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-03T18:23:40.426Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/douyin",
    "category_entity": "https://koinonlink.com/product-category/ecommerce"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=douyin_i2345678765432io",
    "removal_url": "https://koinonlink.com/claim?k=douyin_i2345678765432io"
  }
}