{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_epatron_academy",
  "url": "https://koinonlink.com/kol/tiktok/epatron_academy",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/epatron_academy",
    "json": "https://koinonlink.com/kol/tiktok/epatron_academy.json",
    "markdown": "https://koinonlink.com/kol/tiktok/epatron_academy.md"
  },
  "identity": {
    "display_name": "Ludovic | E-Patron Academy",
    "handle": "epatron_academy",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@epatron_academy",
    "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": 3402,
    "following": 452,
    "posts_total": null,
    "posts_observed": 1,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "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": "",
    "topics": [
      "cross-border e-commerce logistics (FCL/LCL, import complianc",
      "platform-specific strategies (TikTok Shop, Amazon, Shopify)",
      "AI tools for product sourcing and market validation",
      "legal and financial risks in e-commerce (contracts, solvency",
      "scaling with low-risk testing before bulk inventory",
      "compliance with EU regulations (GPSR, REP, payment laws)"
    ],
    "topics_en": [
      "cross-border e-commerce logistics (FCL/LCL, import complianc",
      "platform-specific strategies (TikTok Shop, Amazon, Shopify)",
      "AI tools for product sourcing and market validation",
      "legal and financial risks in e-commerce (contracts, solvency",
      "scaling with low-risk testing before bulk inventory",
      "compliance with EU regulations (GPSR, REP, payment laws)"
    ],
    "topics_zh": [
      "跨境电商物流 (FCL/LCL, 进口合规",
      "平台专属策略 (TikTok Shop, Amazon, Shopify)",
      "AI选品与市场验证工具",
      "电商法律与财务风险 (合同, 偿付能力)",
      "低风险测试后再批量备货",
      "欧盟法规合规 (GPSR, REP, 支付法)"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "crossborder",
    "subcategory_label": "Cross-border",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "e-commerce entrepreneurs and aspiring sellers, mainly focusing on cross-border selling from China to EU/US markets, with a strong emphasis on logistics, compliance, and scaling through platforms like TikTok Shop and Amazon",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "facing unexpected import costs due to incorrect HS-Codes",
      "struggling with compliance regulations like GPSR and REP identifiers",
      "overpaying or losing money due to poor supplier vetting or product validation before bulk ordering",
      "confused by rapidly changing payment regulations (e.g., 3x without fees becoming credit-like)"
    ],
    "posts_analysed": 40,
    "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": 37,
    "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": 37,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "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": "tiktok_epatron_academy#f94e952b",
      "type": "creator_content",
      "excerpt": "5K, 10K ou 15K pour démarrer en e-commerce ? Le budget dépend surtout de ce que tu veux valider avant de te lancer : produit, stock, marge, acquisition. Vidéo complète + checklist : lien en bio. #ecommerce #businessenligne #entrepreneuriat #shopify #amazonfba #epatron",
      "source_url": "https://www.tiktok.com/@epatron_academy",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_epatron_academy#e6061a76",
      "type": "creator_content",
      "excerpt": "original sound - epatron_academy",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_epatron_academy#910d826f",
      "type": "creator_content",
      "excerpt": "Check out Ludovic | E-Patron Academy’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_epatron_academy#32e912d3",
      "type": "creator_content",
      "excerpt": "❌ Ne laissez pas un mauvais HS-Code doubler vos coûts ! Vérifiez chaque étape de votre importation pour maîtriser votre budget ! 💸 👉 Masterclass gratuite, lien dans la bio ! #Ecommerce, #BusinessEnLigne, #Dropshipping, #ConseilsBusiness, #RevenusPassifs",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_epatron_academy#2de893cf",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: ecommerce",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_epatron_academy#80a72770",
      "type": "creator_content",
      "excerpt": "FCL vs LCL ? C’est une question d’espace et de coût ! 📦 Découvrez ce qui vous correspond pour importer depuis",
      "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": 0,
      "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": 0,
      "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": 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": 15,
      "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": 15,
      "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": 15,
      "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": 15,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-05T02:23:55.930Z"
  },
  "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/tiktok",
    "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=tiktok_epatron_academy",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_epatron_academy"
  }
}