{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_ferramenta.aev",
  "url": "https://koinonlink.com/kol/tiktok/ferramenta.aev",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/ferramenta.aev",
    "json": "https://koinonlink.com/kol/tiktok/ferramenta.aev.json",
    "markdown": "https://koinonlink.com/kol/tiktok/ferramenta.aev.md"
  },
  "identity": {
    "display_name": "FERRAMENTA AEV",
    "handle": "ferramenta.aev",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@ferramenta.aev",
    "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": 3638,
    "following": 1,
    "posts_total": 50,
    "posts_observed": 2,
    "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": "Revanzator autorizat FESTOOL SI MILWAUKEE",
    "topics": [
      "Professional power tools demonstration",
      "Woodworking and furniture finishing techniques",
      "Tool maintenance and sharpening services",
      "Portable power stations and battery solutions",
      "Premium tool brands (Milwaukee, Festool, FESTOOL, Dunin, Pra",
      "On-site trade events and live product testing"
    ],
    "topics_en": [
      "Professional power tools demonstration",
      "Woodworking and furniture finishing techniques",
      "Tool maintenance and sharpening services",
      "Portable power stations and battery solutions",
      "Premium tool brands (Milwaukee, Festool, FESTOOL, Dunin, Pra",
      "On-site trade events and live product testing"
    ],
    "topics_zh": [
      "专业电动工具演示",
      "木工与家具精加工工艺",
      "工具维护与打磨服务",
      "便携式电源站及电池解决方案",
      "高端工具品牌 (Milwaukee, Festool, FESTOOL, Dunin, Pra",
      "现场贸易活动与产品直播测试"
    ],
    "category": "lifestyle",
    "category_label": "Lifestyle",
    "subcategory": "home_living",
    "subcategory_label": "Home & living",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Skilled tradespeople and DIY enthusiasts in Romania, mainly carpenters, woodworkers, and home renovators who value professional tools and on-site demonstrations",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to find reliable, high-performance power tools at affordable prices",
      "Frustrated by poor-quality tool accessories that fail quickly",
      "Overwhelmed by the complexity of choosing the right tool system for specific tasks like woodworking or renovation",
      "Tired of dealing with outdated or inefficient tools that slow down their work"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.2,
    "promotion_intent": 0.3,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 46,
    "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": 46,
    "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_ferramenta.aev#6c924ebf",
      "type": "creator_content",
      "excerpt": "Uite ce ai pierdut dacă nu ai fost la evenimentul Ferramenta AEV! 🛠️🔥 Am strâns la un loc top branduri din industrie: ⚙️ Wolfcraft – accesorii, feronerie și tot ce ține de prelucrarea lemnului ⚡ Festool – noutăți lansate recent, teste în direct și demonstrații pe bune 🔨 Rawlpl",
      "source_url": "https://www.tiktok.com/@ferramenta.aev",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ferramenta.aev#34ecee40",
      "type": "creator_content",
      "excerpt": "original sound - ferramenta.aev",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ferramenta.aev#a5f5aa95",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: ferramenta",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ferramenta.aev#9315e8cf",
      "type": "creator_content",
      "excerpt": "Check out FERRAMENTA AEV’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_ferramenta.aev#ddee77a8",
      "type": "creator_content",
      "excerpt": "Scule profesionale, demonstrații live și un vibe incredibil! 🛠️⚡ A fost o zi plină de acțiune ală",
      "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": 45,
      "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": 45,
      "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": 45,
      "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": 45,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-05T01:14:37.442Z"
  },
  "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/lifestyle"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_ferramenta.aev",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_ferramenta.aev"
  }
}