{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_luis.rene.ia",
  "url": "https://koinonlink.com/kol/tiktok/luis.rene.ia",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/luis.rene.ia",
    "json": "https://koinonlink.com/kol/tiktok/luis.rene.ia.json",
    "markdown": "https://koinonlink.com/kol/tiktok/luis.rene.ia.md"
  },
  "identity": {
    "display_name": "luis.rene.ia",
    "handle": "luis.rene.ia",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@luis.rene.ia",
    "website": null,
    "country": "MX",
    "country_name": "Mexico",
    "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": 94835,
    "following": 17,
    "posts_total": null,
    "posts_observed": 39,
    "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": "",
    "topics": [
      "Herramientas de IA para productividad y trabajo diario",
      "Generación de video e imágenes con IA",
      "Nuevos modelos y actualizaciones de IA (ChatGPT, Claude, etc",
      "Agentes de IA y automatización empresarial",
      "Historias de innovación y emprendedores tech"
    ],
    "topics_en": [
      "AI tools for productivity and daily work",
      "AI video and image generation",
      "New AI models and updates (ChatGPT, Claude, etc.)",
      "AI agents and business automation",
      "Innovation stories and tech entrepreneurs"
    ],
    "topics_zh": [
      "AI工具用于日常生产力和工作",
      "AI视频和图像生成",
      "新AI模型与更新 (ChatGPT, Claude等)",
      "AI代理与企业自动化",
      "科技创新与创业者故事"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Emprendedores y profesionales hispanohablantes que buscan herramientas de IA para productividad, creación de contenido y automatización de tareas",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Mantenerse actualizado con la avalancha de nuevas herramientas de IA",
      "Encontrar IAs que realmente automaticen trabajo en lugar de solo prompts",
      "Crear videos e imágenes de calidad profesional sin habilidades técnicas",
      "Elegir qué modelo o herramienta usar entre tantas opciones disponibles"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.6,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 57,
    "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": 57,
    "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": "tiktok_luis.rene.ia#b58d2b9a",
      "type": "creator_content",
      "excerpt": "Grok acaba de entrar a la guerra de imágenes. 🤯 ¿Ya lo probarías? #IA #GrokAI #InteligenciaArtificial #AIImages",
      "source_url": "https://www.tiktok.com/@luis.rene.ia",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_luis.rene.ia#01758a0e",
      "type": "creator_content",
      "excerpt": "original sound - luis.rene.ia",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_luis.rene.ia#daae85ad",
      "type": "creator_content",
      "excerpt": "Check out luis.rene.ia’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_luis.rene.ia#ca97c2d3",
      "type": "creator_content",
      "excerpt": "Grok quiere darte empleados de IA por $30 al mes. 👀 ¿Los usarías en tu negocio? #IA #Grok #AgentesIA #xAI",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_luis.rene.ia#0df2aa31",
      "type": "creator_content",
      "excerpt": "ChatGPT ya puede escucharte mientras habla y hacer trabajos completos. 🤯 Sígueme para más novedades de IA. #IA #ChatGPT #InteligenciaArtificial #AITools",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_luis.rene.ia#db8d2ba6",
      "type": "creator_content",
      "excerpt": "Ya no necesitas repetir el mismo prompt una y otra vez. 👀 #IA #ArtificialIntelligence #AITools #AIModels",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_luis.rene.ia#47b46f74",
      "type": "creator_content",
      "excerpt": "¿Usarías una IA que puede aprender de tus fotos de Instagram? 👀 #IA #ArtificialIntelligence #MetaAI #AIImages",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_luis.rene.ia#95ac319a",
      "type": "creator_content",
      "excerpt": "Antes de llegar a la cima, estuvo a punto de perderlo todo. 🚀 ¿Tú habrías arriesgado lo último que te quedaba? #ElonMusk #",
      "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": 12,
      "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": 12,
      "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": 12,
      "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": 3,
      "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": 3,
      "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": 3,
      "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": 3,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 12,
    "generated_at": "2026-09-03T16:21:34.557Z"
  },
  "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/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_luis.rene.ia",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_luis.rene.ia"
  }
}