{ "@context": "https://koinonlink.com/schema/creator/v1.3", "@type": "Creator", "schema_version": "1.3", "id": "koinon:creator:youtube_brocooling", "url": "https://koinonlink.com/kol/youtube/BROCOOLING", "alternate": { "html": "https://koinonlink.com/kol/youtube/BROCOOLING", "json": "https://koinonlink.com/kol/youtube/BROCOOLING.json", "markdown": "https://koinonlink.com/kol/youtube/BROCOOLING.md" }, "identity": { "display_name": "BRO COOLING", "handle": "BROCOOLING", "platform": "youtube", "platform_url": "https://www.youtube.com/@BROCOOLING", "website": null, "country": "US", "country_name": "United States", "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": 323000, "following": null, "posts_total": null, "posts_observed": 31, "account_age_days": null, "posts_per_day": null, "verified": false, "size_tier": "kol" }, "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": "YouTube Official Channel - BRO COOLING YouTube唯一官方频道- BRO COOLING YouTube Sub Channel - BRO COOLING Sub ...", "topics": [ "DIY custom PC builds", "themed PC cases (anime/game/movie)", "100 PC challenge series", "ROG and specific case modding" ], "topics_en": [ "DIY custom PC builds", "themed PC cases (anime/game/movie)", "100 PC challenge series", "ROG and specific case modding" ], "topics_zh": [ "DIY 定制 PC 组装", "主题 PC 机箱 (动漫/游戏/电影)", "100 台 PC 挑战系列", "ROG 与特定机箱改造" ], "category": "gaming", "category_label": "Gaming", "subcategory": "pc_console", "subcategory_label": "PC / console", "category_confidence": 0.9, "category_source": "derived_from_recent_content" }, "audience": { "status": "present", "status_note": null, "description": "PC building hobbyists and gamers who enjoy watching custom-themed PC builds, especially anime, game, and pop culture designs", "roles": [ "consumer" ], "seniority": "consumer", "pain_points": [ "finding inspiration for unique themed PC builds", "locating specific case models and parts for custom mods", "seeing finished high-quality examples of anime/game themed PCs" ], "posts_analysed": 31, "confidence": 0.75 }, "commercial": { "audience_buyer_fit": 0.9, "promotion_intent": 0.8, "open_to_collaboration": false, "contact": null, "contact_note": "Koinon does not publish creator contact details." }, "quality": { "authenticity_score": 58, "authenticity_basis": "profile_shape_only", "authenticity_method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.", "authenticity_comparable_across_platforms": false, "credibility_score": 58, "credibility_note": null, "flagged_for_review": false, "flag_reasons": [], "anomaly_flags": [], "koinon_bd_grade": { "value": "B", "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_and_engagement", "formula": "fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.", "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": "youtube_brocooling#8143f489", "type": "creator_content", "excerpt": "This $32,000 PC Opens Like a Work of Art 🤯 #shorts", "source_url": "https://www.youtube.com/@BROCOOLING", "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#d61507ae", "type": "creator_content", "excerpt": "Must-Have Gadget: It Blows ！! 💨💨💨 #shorts", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#d46625b8", "type": "creator_content", "excerpt": "「BRO」Challenged 100 DIY PC.30th Inwin Tou 2.0 White theme 挑战定制电脑100台,第30台 迎广 透2.0 白色ROG主题#Shorts", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#c4df011e", "type": "creator_content", "excerpt": "「BRO」Challenged 100 DIY PC.29th ASUS Helios DARLING in the FRANXX theme.挑战定制电脑100台,29太阳神02国家队#Shorts", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#27bc5927", "type": "creator_content", "excerpt": "「BRO」Challenge 100 DIY PC 28th ASUS Helios ROG Mirror Theme挑战定制电脑100台 第二十八台 华硕 太阳神-ROG镜面主题#Shorts", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#8fb805c5", "type": "creator_content", "excerpt": "「BRO」Challeng DIYD 100 PC 27th, Jonsbo MOD3 EVA theme. 挑战定制电脑100台 第二十七台 乔思伯MOD3-EVA主题#Shorts", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#3581c8d3", "type": "creator_content", "excerpt": "「BRO」Challenged 100 DIY PC, 26th SAMA IM01.挑战定制电脑100台 第二十六台 先马趣造-小钢炮#Shorts", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "youtube_brocooling#3033f8ea", "type": "creator_content", "excerpt": "「BRO」Challenge DIY 100 PC 25th Corsair 1000D ROG theme 挑战定制电脑100台 第二十五台 海盗船1000D-ROG主题#Shorts", "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": 0.75, "freshness_days": 31, "method": "llm_persona_from_recent_content", "note_ref": "llm_persona_from_recent_content" }, { "field": "audience.roles", "source_type": "ai_inferred", "confidence": 0.75, "freshness_days": 31, "method": "llm_persona_from_recent_content", "note_ref": "llm_persona_from_recent_content" }, { "field": "audience.seniority", "source_type": "ai_inferred", "confidence": 0.75, "freshness_days": 31, "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": 5, "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": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.", "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": 5, "method": "llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.", "note": "Koinon partner-outreach fit, not creator quality." }, { "field": "reach.followers", "source_type": "observed", "confidence": 0.95, "freshness_days": 5, "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": 5, "content_analysed_days_ago": 0, "audience_updated_days_ago": 31, "generated_at": "2026-09-04T02:22:23.048Z" }, "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/youtube", "category_entity": "https://koinonlink.com/product-category/gaming" }, "license": { "terms": "https://koinonlink.com/for-ai", "attribution": "Koinon Link", "claim_url": "https://koinonlink.com/claim?k=youtube_brocooling", "removal_url": "https://koinonlink.com/claim?k=youtube_brocooling" } }