{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:x_jaynwabueze",
  "url": "https://koinonlink.com/kol/x/jaynwabueze",
  "alternate": {
    "html": "https://koinonlink.com/kol/x/jaynwabueze",
    "json": "https://koinonlink.com/kol/x/jaynwabueze.json",
    "markdown": "https://koinonlink.com/kol/x/jaynwabueze.md"
  },
  "identity": {
    "display_name": "Jay Nwabueze",
    "handle": "jaynwabueze",
    "platform": "x",
    "platform_url": "https://twitter.com/jaynwabueze",
    "website": "https://jaynwabueze.lovable.app/",
    "country": null,
    "country_name": null,
    "location_text": "My Mind",
    "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": 1379,
    "following": 2314,
    "posts_total": 8160,
    "posts_observed": 11,
    "account_age_days": 2433,
    "posts_per_day": 3.354,
    "verified": true,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "peak_post_only",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": 0.01885,
    "avg_interactions_per_post": null,
    "best_post_interactions": 26,
    "measurement_source": "x_post_interactions",
    "measurement_formula": "interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)",
    "comparable_pool": "peak_interactions",
    "status_note": "We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.",
    "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": "AI filmmaker & creative director. Cinematic ads & films for brands, real craft, Collaborations & promos | DM or email.",
    "topics": [
      "AI-generated cinematic content",
      "independent filmmaking with AI tools",
      "spec ads and personal creative projects",
      "GPT Image 2 and Hailuo_AI for visual creation",
      "story-driven short films and ad concepts"
    ],
    "topics_en": [
      "AI cinematic commercials",
      "brand ad production"
    ],
    "topics_zh": [
      "AI 电影感广告片",
      "品牌广告制作"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.3,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Creative directors and indie filmmakers using AI tools for cinematic ads and short films, primarily focused on personal projects and brand promos",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to produce high-quality cinematic content without a large crew or budget",
      "Finding it hard to get creative freedom when working with traditional agencies or clients",
      "Wasting time on inefficient workflows that slow down the creative process"
    ],
    "posts_analysed": 6,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.5,
    "promotion_intent": 0.4,
    "open_to_collaboration": true,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 55,
    "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": 55,
    "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": "x_jaynwabueze#0622f233",
      "type": "creator_content",
      "excerpt": "Sometimes I wonder how much credit he spends to create these masterpieces. He's good, and I really appreciate his creativity.",
      "source_url": "https://twitter.com/jaynwabueze/status/2062876907750699393",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_jaynwabueze#cbcd85f1",
      "type": "creator_content",
      "excerpt": "Started working on a new short film, \"JAMES\" I wrote this one myself, and I can't wait to share it with y'all. I've been having so much fun with this one, and I think it's going to be a good one. Made using @dreamina_ai #DreaminaCPP https://t.co/HaNkxh4uvW",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_jaynwabueze#8a60c3d2",
      "type": "creator_content",
      "excerpt": "GPT image 2 characters are actually 🔥 https://t.co/8VqaZ4aqUc",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_jaynwabueze#049e7fa6",
      "type": "creator_content",
      "excerpt": "This is “The Man Who Finishes” — a spec ad for Jazzy Burger. Nobody briefed me. I just wanted to make it. No camera, no crew, no cast. Everything you’re watching is AI. This is the result. What do you think? Powered by @Hailuo_AI Everything was made on @Hailuo_AI including the mu",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_jaynwabueze#2ae81eeb",
      "type": "creator_content",
      "excerpt": "Making an ad currently, I can't wait to share it The Image was created using GPT Image 2 on @Hailuo_AI https://t.co/KbNcNOM55C",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_jaynwabueze#1840c292",
      "type": "creator_content",
      "excerpt": "The Orange chase I think I’m lo",
      "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": 0.4,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 29,
      "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": 86,
      "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": 86,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 117,
      "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": 86,
      "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": 117,
      "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": 117,
      "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": 117,
    "content_analysed_days_ago": 86,
    "audience_updated_days_ago": 29,
    "generated_at": "2026-10-31T11:48:29.529Z"
  },
  "retrieval": {
    "indexing_requests": 3,
    "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/x",
    "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=x_jaynwabueze",
    "removal_url": "https://koinonlink.com/claim?k=x_jaynwabueze"
  }
}