# FERRAMENTA AEV (@ferramenta.aev) on tiktok

- id: koinon:creator:tiktok_ferramenta.aev
- url: https://koinonlink.com/kol/tiktok/ferramenta.aev
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: ferramenta.aev
- platform_url: https://www.tiktok.com/@ferramenta.aev
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3638
- following: 1
- posts_total: 50
- posts_observed: 2
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- 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
- category: lifestyle
- subcategory: home_living
- category_confidence: 0.9
- category_source: derived_from_recent_content
- 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
- bio: Revanzator autorizat FESTOOL SI MILWAUKEE

## Audience (inferred)
- status: present
- 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complexity of choosing the right tool system for specific tasks like woodworking or renovation, Tired of dealing with outdated or inefficient tools that slow down their work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 (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_ferramenta.aev#6c924ebf] 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 (https://www.tiktok.com/@ferramenta.aev)
- [tiktok_ferramenta.aev#34ecee40] original sound - ferramenta.aev
- [tiktok_ferramenta.aev#a5f5aa95] It is a becoming a big trend on TikTok now! Click here: ferramenta
- [tiktok_ferramenta.aev#9315e8cf] Check out FERRAMENTA AEV’s video! #TikTok >
- [tiktok_ferramenta.aev#ddee77a8] Scule profesionale, demonstrații live și un vibe incredibil! 🛠️⚡ A fost o zi plină de acțiune ală

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=45, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- 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. — The input set differs by platform; do not compare this score across platforms.
- 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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=45, method=platform_profile

## Freshness
- profile_checked_days_ago: 45
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_ferramenta.aev
- Request removal: https://koinonlink.com/claim?k=tiktok_ferramenta.aev
- Terms: https://koinonlink.com/for-ai