{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:twitch_tbvnks",
  "url": "https://koinonlink.com/kol/twitch/tbvnks",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/tbvnks",
    "json": "https://koinonlink.com/kol/twitch/tbvnks.json",
    "markdown": "https://koinonlink.com/kol/twitch/tbvnks.md"
  },
  "identity": {
    "display_name": "tbvnks",
    "handle": "tbvnks",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/tbvnks",
    "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": 511320,
    "following": null,
    "posts_total": null,
    "posts_observed": 22,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_an_interaction_metric",
    "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": "twitch_concurrent_viewers",
    "measurement_formula": "concurrent viewers on a live stream — NOT post interactions, and not recomputable from a profile page",
    "comparable_pool": "twitch_presence",
    "status_note": "What Koinon collects on this platform is not post engagement (see measurement_formula), so no engagement rate is reported and this creator is excluded from cross-platform engagement benchmarks. The underlying number is still used for within-platform authenticity screening.",
    "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": [
      "Collaborative gaming streams",
      "Long-duration live events (e.g. 24-hour marathons)",
      "GTA 6 reaction content",
      "Community interaction and viewer challenges",
      "Camping and IRL event hype",
      "Streamer camaraderie and group dynamics"
    ],
    "topics_en": [
      "Collaborative gaming streams",
      "Long-duration live events (e.g. 24-hour marathons)",
      "GTA 6 reaction content",
      "Community interaction and viewer challenges",
      "Camping and IRL event hype",
      "Streamer camaraderie and group dynamics"
    ],
    "topics_zh": [
      "合作游戏直播",
      "超长直播活动 (例如24小时马拉松)",
      "GTA 6 反应内容",
      "社群互动与观众挑战",
      "露营及线下活动预热",
      "主播情谊与团队互动"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "pc_console",
    "subcategory_label": "PC / console",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Twitch streamers and live content creators, primarily focused on casual gaming, collaborative streams, and community-driven events",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to maintain consistent viewer engagement during long-form streams",
      "Finding it hard to grow beyond small communities without viral moments",
      "Facing pressure to constantly produce new content with limited resources",
      "Difficulty in sustaining momentum after milestone achievements like 100K followers"
    ],
    "posts_analysed": 20,
    "confidence": 0.6
  },
  "commercial": {
    "audience_buyer_fit": 0.7,
    "promotion_intent": 0.6,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 66,
    "authenticity_basis": "engagement_observed",
    "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": 66,
    "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": "twitch_tbvnks#ff08627c",
      "type": "creator_content",
      "excerpt": "🏕️ ROADTRIP TM 🏕️ B2B 🏕️ HALLOWEEN W THE GUYS 🏕️ LOCKED THIS MONTH 🏕️IRL SOON 🏕️ HEEEE 🏕️",
      "source_url": "https://www.twitch.tv/tbvnks",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#babcd949",
      "type": "creator_content",
      "excerpt": "🫂 NO NEED TO FEAR 🫂 TMEAT IS HERE 🫂 NO 30 DAYS THIS YEAR 🫂 ROAD TRIP SOON 🫂 NEW SONG ?? 🫂 GAMING WITH THE GUYS 🫂",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#bdf683f4",
      "type": "creator_content",
      "excerpt": "1 OF 30? ⛹️ HEEEE ⛹️ HOTLINE TD ⛹️ LATE SPARK ⛹️ 2K RUNS ⛹️ DESKTOP ⛹️ CAMPING SOON ⛹️ JOIN NOW ⛹️",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#b0042a0d",
      "type": "creator_content",
      "excerpt": "😭 WE BACK 😭 STORYTIME 😭 ON A RUN 😭 GAMING W THE GUYS 😭 REACTS 😭 HOTLINE ? 😭 CAMPING SOON 😭 HEEEE 😭",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#b3a69280",
      "type": "creator_content",
      "excerpt": "Highlight: 🌳 AMAZON RAINFOREST 🌳 GTA 6 REACTION 🌳 QUICK STREAM 🌳 !COMM",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#e92f3b5d",
      "type": "creator_content",
      "excerpt": "🌳 AMAZON RAINFOREST STREAM 🌳 WITH AGENT00/A2GUAPO 🌳 SURVIVAL 🌳 HELP ME 🌳 IDK MAN 🌳",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#a50ff1c4",
      "type": "creator_content",
      "excerpt": "🌳 AMAZON RAINFOREST 🌳 GTA 6 REACTION 🌳 QUICK STREAM 🌳 !COMM",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_tbvnks#0a76f8db",
      "type": "creator_content",
      "excerpt": "NEVER QUIT NEVER WHAT🥤 TBVNKS X CYNTHIA 🥤 CUPHEAD MARATHON 🥤 24 HOUR PLUS STREAM 🥤 OMG 🥤 SUBS 🥤 LETS GO 🥤 !COMM",
      "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": 0.6,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "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": 0.5,
      "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": 0,
      "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": 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": "2026-09-05T06:18:55.403Z"
  },
  "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/twitch",
    "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=twitch_tbvnks",
    "removal_url": "https://koinonlink.com/claim?k=twitch_tbvnks"
  }
}