# Coben (@co.ben) on tiktok

- id: koinon:creator:tiktok_co.ben
- url: https://koinonlink.com/kol/tiktok/co.ben
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: co.ben
- platform_url: https://www.tiktok.com/@co.ben
- website: https://beacons.ai/coben
- country: France
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 984392
- following: 329
- posts_observed: 3
- verified: false
- size_tier: kol

## 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: software
- subcategory: devtools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 3D printing techniques and filament tests, AI-assisted 3D modeling (Fusion 360, Claude, Blender), Legal selling of 3D prints and regulations, DIY home hacks especially for cooling, Printer reviews and customizations

## Audience (inferred)
- status: present
- description: French-speaking 3D printing hobbyists and small makers who print, customize objects, and sometimes sell prints while navigating regulations and DIY hacks
- roles: none
- seniority: practitioner
- pain_points: Legal compliance and CE marking when selling 3D prints, Customs seizures and counterfeiting risks at events like Japan Expo, Finding strong, heat-resistant filaments that are easy to print, Improving home comfort during heatwaves with cheap 3D-printed AC hacks
- posts_analysed: 78
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: B — 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_co.ben#a24fd148] Claude Fable 5.1 vient de sortir… alors je l’ai utilisé pour créer un JEU de simulation d’impression 3D 🤯🎮 Tu dois gérer tes impressions, acheter du filament, réparer tes machines et investir dans de nouvelles imprimantes pour faire grossir ta production 🖨️📈 Et franchement… j (https://www.tiktok.com/@co.ben)
- [tiktok_co.ben#5fcb5688] original sound - co.ben
- [tiktok_co.ben#3cf0c0f8] It is a becoming a big trend on TikTok now! Click here: claudefable51
- [tiktok_co.ben#2265d62c] Check out Coben’s video! #TikTok >
- [tiktok_co.ben#e9c8c335] Maker Maps, c’est fini. 💔 Bon… techniquement. 😂 Parce que je suis déjà en train de construire Maker Maps V2. Le projet a pris beaucoup plus d’ampleur que prévu et j’ai reçu énormément de retours depuis le lancement. Alors je re

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=20, 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=17, 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=17, 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=17, method=platform_profile

## Freshness
- profile_checked_days_ago: 17
- content_analysed_days_ago: 0
- audience_updated_days_ago: 20

## 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_co.ben
- Request removal: https://koinonlink.com/claim?k=tiktok_co.ben
- Terms: https://koinonlink.com/for-ai