{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_aiforbusinessowner",
  "url": "https://koinonlink.com/kol/youtube/aiforbusinessowner",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/aiforbusinessowner",
    "json": "https://koinonlink.com/kol/youtube/aiforbusinessowner.json",
    "markdown": "https://koinonlink.com/kol/youtube/aiforbusinessowner.md"
  },
  "identity": {
    "display_name": "AI for Business Owners",
    "handle": "aiforbusinessowner",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@aiforbusinessowner",
    "website": null,
    "country": "ID",
    "country_name": "Indonesia",
    "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": 1030,
    "following": null,
    "posts_total": null,
    "posts_observed": 46,
    "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": "Pelatihan AI untuk Pemilik Bisnis Kelas AI untuk Business Owner, entrepreneur, CEO, founder, dan pemilik usaha yang ingin ...",
    "topics": [
      "AI strategy alignment for business owners",
      "Risks of late or wrong AI adoption",
      "Avoiding generic AI outputs",
      "Owner mindset and control over AI",
      "Competitive differentiation with AI"
    ],
    "topics_en": [
      "AI strategy alignment for business owners",
      "Risks of late or wrong AI adoption",
      "Avoiding generic AI outputs",
      "Owner mindset and control over AI",
      "Competitive differentiation with AI"
    ],
    "topics_zh": [
      "企业主AI战略对齐",
      "迟滞或错误采纳AI的风险",
      "避免AI输出同质化",
      "所有者心态与AI控制权",
      "利用AI实现竞争差异化"
    ],
    "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": "Business owners (especially SMEs) worried about AI disrupting their competitive edge",
    "roles": [
      "general_ai"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "Falling behind competitors who learn AI earlier",
      "AI making their business outputs look generic or cheap",
      "Using AI without strategy so results stay misaligned with business goals",
      "Wasting time on manual work or wrong AI learning that harms the business"
    ],
    "posts_analysed": 27,
    "confidence": 0.6
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 31,
    "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": 31,
    "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": "youtube_aiforbusinessowner#2b18ccd8",
      "type": "creator_content",
      "excerpt": "TELAT ADAPTASI AI ITU ONGKOSNYA MAHAL BANGET!",
      "source_url": "https://www.youtube.com/@aiforbusinessowner",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#6d167691",
      "type": "creator_content",
      "excerpt": "RESCUE MISSION! KENAPA PENGUSAHA USIA 50+ WAJIB PAHAM AI SEBELUM TERLAMBAT?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#190de740",
      "type": "creator_content",
      "excerpt": "HARUSKAH OWNER MENYERAH KARENA GAPTEK? #aiforbusinessowners",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#f4c91a87",
      "type": "creator_content",
      "excerpt": "SIAPA MENGENDALIKAN DATA BISNIS ANDA?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#02637743",
      "type": "creator_content",
      "excerpt": "SUDAH BELAJAR AI, MASIH BINGUNG?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#ab84b613",
      "type": "creator_content",
      "excerpt": "AWAS! AGENT AI BISA MENGHISAP KEUANGAN PERUSAHAAN ANDA!",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#df271c5f",
      "type": "creator_content",
      "excerpt": "SUDAH PAKAI AI UNTUK BIKIN IKLAN, TAPI PRODUK TETAP TIDAK LAKU?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aiforbusinessowner#257ecb65",
      "type": "creator_content",
      "excerpt": "CARA JITU BIKIN AI TUNDUK PADA STRATEGI BISNIS ANDA!",
      "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": 0.6,
      "freshness_days": 12,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 12,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 12,
    "generated_at": "2026-09-03T16:23:12.167Z"
  },
  "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/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=youtube_aiforbusinessowner",
    "removal_url": "https://koinonlink.com/claim?k=youtube_aiforbusinessowner"
  }
}