{ "@context": "https://koinonlink.com/schema/creator/v1.4", "@type": "Creator", "schema_version": "1.4", "id": "koinon:creator:wechat_中智观察", "url": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F", "alternate": { "html": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F", "json": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F.json", "markdown": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F.md" }, "identity": { "display_name": "中智观察", "handle": "中智观察", "platform": "wechat", "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F", "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": 31, "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 enterprise tools", "Cloud infrastructure for AI workloads", "Cross-border e-commerce automation", "AI evaluation frameworks", "Smart office platforms", "LTC process optimization with AI" ], "topics_en": [ "AI-powered enterprise tools", "Cloud infrastructure for AI workloads", "Cross-border e-commerce automation", "AI evaluation frameworks", "Smart office platforms", "LTC process optimization with AI" ], "topics_zh": [ "AI驱动的企业工具", "面向AI工作负载的云基础设施", "跨境电商自动化", "AI评估框架", "智能办公平台", "AI赋能的LTC流程优化" ], "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": "B2B tech decision makers and operations leaders in cross-border e-commerce and enterprise SaaS, focused on AI-driven productivity and infrastructure choices", "roles": [ "ecom_ops" ], "seniority": "decision_maker", "pain_points": [ "Struggling to choose reliable AI-powered tools that integrate well with existing workflows", "Faced with overwhelming options in cloud infrastructure and AI platforms with unclear differentiation", "Lacking clear frameworks to evaluate AI tools across multiple dimensions like scalability, cost, and data privacy" ], "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": 0.9, "promotion_intent": 0.9, "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_中智观察#9282f3ec", "type": "creator_content", "excerpt": "智能办公,不只是互联网巨头的游戏", "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F", "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_中智观察#08ed7e99", "type": "creator_content", "excerpt": "海外云服务器厂商深度评测:六强争霸,谁在定义AI时代的算力新规则?", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_中智观察#053e3525", "type": "creator_content", "excerpt": "智能办公入口产品深度评估:网易有道、猎豹移动、商汤科技三家六力横向对比", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_中智观察#557362a7", "type": "creator_content", "excerpt": "跨境电商市场洞察与智能选品AI工具评估:谁在定义数据驱动的选品新范式?", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_中智观察#e5e4d018", "type": "creator_content", "excerpt": "跨境电商AI赋能LTC全流程全景图", "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": 42, "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": 42, "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": 42, "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": 42, "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": 42, "method": "llm_scorer" }, { "field": "quality.anomaly_flags", "source_type": "heuristic", "confidence": 0.5, "freshness_days": 39, "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": 42, "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": 39, "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": 39, "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": 39, "content_analysed_days_ago": 42, "audience_updated_days_ago": 42, "generated_at": "2026-10-23T02:03:27.330Z" }, "retrieval": { "indexing_requests": 8, "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_%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F", "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%B8%AD%E6%99%BA%E8%A7%82%E5%AF%9F" } }