{ "@context": "https://koinonlink.com/schema/creator/v1.3", "@type": "Creator", "schema_version": "1.3", "id": "koinon:creator:wechat_修齐书苑", "url": "https://koinonlink.com/kol/wechat/%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91", "alternate": { "html": "https://koinonlink.com/kol/wechat/%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91", "json": "https://koinonlink.com/kol/wechat/%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91.json", "markdown": "https://koinonlink.com/kol/wechat/%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91.md" }, "identity": { "display_name": "修齐书苑", "handle": "修齐书苑", "platform": "wechat", "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91", "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": 5, "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": [ "Enterprise AI knowledge base implementation", "Knowledge assetization for AI", "AI-powered internal customer service", "AI agent customization costs", "Internal knowledge search optimization" ], "topics_en": [ "Enterprise AI knowledge base implementation", "Knowledge assetization for AI", "AI-powered internal customer service", "AI agent customization costs", "Internal knowledge search optimization" ], "topics_zh": [ "企业AI知识库落地", "AI知识资产化", "AI内部客服", "AI智能体定制成本", "内部知识搜索优化" ], "category": "software", "category_label": "Software", "subcategory": "ai_tools", "subcategory_label": "AI tools / agents", "category_confidence": 0.92, "category_source": "derived_from_recent_content" }, "audience": { "status": "present", "status_note": null, "description": "Enterprise AI practitioners and decision-makers in knowledge management and internal operations, mainly mid-level managers and AI implementers in companies", "roles": [ "automation" ], "seniority": "practitioner", "pain_points": [ "Struggling with employees not finding answers in the AI knowledge base", "Difficulty in structuring and writing effective knowledge content for AI systems", "Uncertainty about the cost and ROI of custom AI agent development" ], "posts_analysed": 6, "confidence": 0.4 }, "commercial": { "audience_buyer_fit": 0.95, "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_修齐书苑#045a4d91", "type": "creator_content", "excerpt": "企业AI知识库:10个常见的问题一次说清", "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91", "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_修齐书苑#027d0d0b", "type": "creator_content", "excerpt": "企业AI转型,为什么第一步是知识资产化?", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_修齐书苑#44906486", "type": "creator_content", "excerpt": "企业知识库AI客服怎么做?先从这3类问题做起", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_修齐书苑#afa8ab10", "type": "creator_content", "excerpt": "企业AI知识库里的资料怎么写?先注意这3件事", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_修齐书苑#6cb3e8b5", "type": "creator_content", "excerpt": "企业AI知识搜索怎么做?员工总是搜不到答案,先看这3点", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "wechat_修齐书苑#96027748", "type": "creator_content", "excerpt": "企业AI智能体定制多少钱?别只看总价", "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": 0, "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": 0, "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": 0, "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": 0, "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 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": 0, "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": 0, "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": 0, "content_analysed_days_ago": 0, "audience_updated_days_ago": 0, "generated_at": "2026-09-06T01:28:04.460Z" }, "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_%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91", "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91" } }