{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_eubrunoleite",
  "url": "https://koinonlink.com/kol/youtube/eubrunoleite",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/eubrunoleite",
    "json": "https://koinonlink.com/kol/youtube/eubrunoleite.json",
    "markdown": "https://koinonlink.com/kol/youtube/eubrunoleite.md"
  },
  "identity": {
    "display_name": "Bruno Leite",
    "handle": "eubrunoleite",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@eubrunoleite",
    "website": null,
    "country": "BR",
    "country_name": "Brazil",
    "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": 31800,
    "following": null,
    "posts_total": null,
    "posts_observed": 8,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "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": "Apaixonado por vendas, e-commerce e sócio da Emori | Dados & IA para Marketplaces Estudando constantemente e ...",
    "topics": [
      "Mercado Livre 销售与 Full 模式技巧",
      "Dropshipping 真实案例与避坑",
      "库存、物流与现金流管理",
      "Marketplace 欺诈防范",
      "AI 与 ERP 工具在电商中的应用",
      "精益制造与供应链优化"
    ],
    "topics_en": [
      "Mercado Livre sales and Full mode tips",
      "Dropshipping real cases and pitfalls",
      "Inventory, logistics, and cash flow management",
      "Marketplace fraud prevention",
      "AI and ERP tools in e-commerce",
      "Lean manufacturing and supply chain optimization"
    ],
    "topics_zh": [
      "Mercado Livre 销售与 Full 模式技巧",
      "Dropshipping 真实案例与避坑",
      "库存、物流与现金流管理",
      "Marketplace 欺诈防范",
      "AI 与 ERP 工具在电商中的应用",
      "精益制造与供应链优化"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "crossborder",
    "subcategory_label": "Cross-border",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Small and medium-sized e-commerce sellers and dropshippers on Brazil's Mercado Livre and Shopee platforms, primarily frontline operations executors",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Inventory management and stockouts causing sales disruptions",
      "Misuse of Mercado Livre logistics and Full mode leading to lost orders",
      "Fraudulent shipping and counterfeit products harming store reputation",
      "Lack of AI and data tools resulting in inefficient decision-making and competitive disadvantage"
    ],
    "posts_analysed": 32,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 1,
    "promotion_intent": 1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 51,
    "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": 51,
    "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_eubrunoleite#f2b1cfde",
      "type": "creator_content",
      "excerpt": "Did your Full sales stop? Do this today! #mercadolivre #full #sales",
      "source_url": "https://www.youtube.com/@eubrunoleite",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_eubrunoleite#203b2847",
      "type": "creator_content",
      "excerpt": "Your inventory will blow up if you don't do this in June #sales #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_eubrunoleite#2765af55",
      "type": "creator_content",
      "excerpt": "This is how you avoid going broke in your first month #onlineselling #mercadolivre",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_eubrunoleite#df5db7e0",
      "type": "creator_content",
      "excerpt": "Which bank really protects your cash flow #business #finance",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_eubrunoleite#54bf3c95",
      "type": "creator_content",
      "excerpt": "Fake vs. real dropshipping: what actually works #dropshipping #brazil #mercadolivre",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_eubrunoleite#4988a118",
      "type": "creator_content",
      "excerpt": "Is it worth continuing to interview e-commerce owners? #mercadolivre #onlinesales",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_eubrunoleite#d7ce984f",
      "type": "creator_content",
      "excerpt": "How to win on Shopee without being near the distribution center #shopeefull #logistics",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_eubrunoleite#776b0b83",
      "type": "creator_content",
      "excerpt": "Don't make this mistake by selling replicas #ecommerce #mercadolivre",
      "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": 10,
      "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": 10,
      "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": 10,
      "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": 4,
      "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": 4,
      "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": 4,
      "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": 4,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 10,
    "generated_at": "2026-09-03T16:20:47.665Z"
  },
  "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/ecommerce"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=youtube_eubrunoleite",
    "removal_url": "https://koinonlink.com/claim?k=youtube_eubrunoleite"
  }
}