{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_ai电话机器人 电销机器人",
  "url": "https://koinonlink.com/kol/wechat/Ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/Ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA",
    "json": "https://koinonlink.com/kol/wechat/Ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA.json",
    "markdown": "https://koinonlink.com/kol/wechat/Ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA.md"
  },
  "identity": {
    "display_name": "Ai电话机器人 电销机器人",
    "handle": "Ai电话机器人 电销机器人",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=Ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA",
    "website": null,
    "country": null,
    "country_name": null,
    "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": null,
    "following": null,
    "posts_total": null,
    "posts_observed": 6,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_measurable_on_platform",
    "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": "This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.",
    "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": "",
    "topics": [
      "AI-powered outbound calling systems",
      "Automated lead generation via phone calls",
      "Realistic voice AI for cold calling",
      "Call automation and dialing software"
    ],
    "topics_en": [
      "AI-powered outbound calling systems",
      "Automated lead generation via phone calls",
      "Realistic voice AI for cold calling",
      "Call automation and dialing software"
    ],
    "topics_zh": [
      "AI驱动的外呼系统",
      "自动化电话获客",
      "逼真的语音AI用于冷呼",
      "呼叫自动化和拨号软件"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Sales teams and cold calling agents in lead generation, mainly from small to mid-sized businesses looking to automate outbound calling for customer acquisition",
    "roles": [
      "sales"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to scale outbound calling efforts manually due to time and labor constraints",
      "Facing low response rates from cold calls due to inconsistent or unprofessional calling quality",
      "Having difficulty tracking and managing call outcomes and lead follow-ups efficiently",
      "Lacking tools that can handle high-volume calling with realistic human-like voice interaction"
    ],
    "posts_analysed": 5,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.7,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 60,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": null,
    "credibility_note": "Not computed for this profile: the follower-based heuristic had no inputs on this platform.",
    "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": "wechat_ai电话机器人 电销机器人#58336170",
      "type": "creator_content",
      "excerpt": "AI电销智能机器人,自动打电话外呼获客",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=Ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai电话机器人 电销机器人#d295f7b4",
      "type": "creator_content",
      "excerpt": "电销AI机器人,电销获客外呼系统",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai电话机器人 电销机器人#a96ef8e8",
      "type": "creator_content",
      "excerpt": "AI外呼系统,ai机器人自动打电话获客",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai电话机器人 电销机器人#4fdadee8",
      "type": "creator_content",
      "excerpt": "ai电话外呼机器人,真人语音,自动外呼获客",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai电话机器人 电销机器人#01fec369",
      "type": "creator_content",
      "excerpt": "自动拨号软件,一键自动拨号,提升外呼效率",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai电话机器人 电销机器人#69941903",
      "type": "creator_content",
      "excerpt": "智能电话机器人,ai自动打电话获客软件",
      "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": 0.4,
      "freshness_days": 1,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 1,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 1,
      "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": 1,
      "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": 1,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "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": 1,
      "method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, 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": 1,
      "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": 1,
      "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": 1,
    "content_analysed_days_ago": 1,
    "audience_updated_days_ago": 1,
    "generated_at": "2026-09-09T00:00:27.208Z"
  },
  "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/wechat",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=wechat_ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA",
    "removal_url": "https://koinonlink.com/claim?k=wechat_ai%E7%94%B5%E8%AF%9D%E6%9C%BA%E5%99%A8%E4%BA%BA%20%E7%94%B5%E9%94%80%E6%9C%BA%E5%99%A8%E4%BA%BA"
  }
}