{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_biawinston",
  "url": "https://koinonlink.com/kol/tiktok/biawinston",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/biawinston",
    "json": "https://koinonlink.com/kol/tiktok/biawinston.json",
    "markdown": "https://koinonlink.com/kol/tiktok/biawinston.md"
  },
  "identity": {
    "display_name": "Bia Winston",
    "handle": "biawinston",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@biawinston",
    "website": "https://linktr.ee/Biawinston",
    "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": 3004,
    "following": 27,
    "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": "💰 | Dicas de e-commerce\n🩷 | dona da @Lojinha da Bia Winston e do Clube da Bia",
    "topics": [
      "E-commerce strategy for niche product businesses",
      "Customer retention and cart recovery tactics",
      "Brand identity and differentiation in competitive markets",
      "Operational challenges during peak sales periods",
      "Content creation for small business owners",
      "Using TikTok to drive traffic and sales for physical/digital"
    ],
    "topics_en": [
      "E-commerce strategy for niche product businesses",
      "Customer retention and cart recovery tactics",
      "Brand identity and differentiation in competitive markets",
      "Operational challenges during peak sales periods",
      "Content creation for small business owners",
      "Using TikTok to drive traffic and sales for physical/digital"
    ],
    "topics_zh": [
      "细分产品企业的电商策略",
      "客户留存与购物车挽回策略",
      "品牌定位与竞争市场差异化",
      "销售旺季的运营挑战",
      "小企业主的内内容创作",
      "利用TikTok为实体/数字产品引流和销售"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "dtc_brand",
    "subcategory_label": "DTC / own-store brands",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Small to mid-sized e-commerce entrepreneurs, primarily female founders running creative stationery or lifestyle shops in Brazil",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling with inventory overstock and inefficient liquidation strategies",
      "Failing to convert abandoned carts due to lack of automated follow-up systems",
      "Difficulty balancing personal branding with business operations",
      "Overwhelmed by logistics during high-volume events like Black Friday or trade fairs"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.7,
    "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_biawinston#67cf54de",
      "type": "creator_content",
      "excerpt": "O que você faria na minha situação? #papelariaonline #empresa #ecommerce #empresaria #dicasdeempreendedorismo",
      "source_url": "https://www.tiktok.com/@biawinston",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_biawinston#e2075c2a",
      "type": "creator_content",
      "excerpt": "original sound - biawinston",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_biawinston#03bf59ef",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: papelariaonline",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_biawinston#9b2bbe6a",
      "type": "creator_content",
      "excerpt": "Check out Bia Winston’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_biawinston#fbb2290a",
      "type": "creator_content",
      "excerpt": "Caiu a ficha: eu estava a poucos passos de fazer muito mais negócio pelo WhatsApp e nem sabia. 💡 Quando ativei a otimização certa nos anúncios de clique pro WhatsApp, a Meta passou a mostrar meu anúncio pra quem realmente tem intenção de comprar. Deixei o passo a passo no vídeo.",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_biawinston#3eb04978",
      "type": "creator_content",
      "excerpt": "E que bom que eu segui meu coração 😮‍💨🫶 #papelariaonline #empresa #ecommerce #empresaria #dicasdeempreende",
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 49,
      "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": 1,
      "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": 49,
      "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": 49,
      "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": 49,
    "content_analysed_days_ago": 1,
    "audience_updated_days_ago": 1,
    "generated_at": "2026-09-05T02:45:45.348Z"
  },
  "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_biawinston",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_biawinston"
  }
}