# VAG Coding (@vagcodingfr) on tiktok

- id: koinon:creator:tiktok_vagcodingfr
- url: https://koinonlink.com/kol/tiktok/vagcodingfr
- schema_version: 1.0

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

## Reach
- followers: 6228
- following: 4
- posts_total: 15
- posts_observed: 6
- verified: false
- size_tier: nano

## Engagement
- unit_note: engagement_rate is a ratio (0-1); the interaction fields are absolute counts.

## Content
- category: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: VCDS / OBDeleven coding tutorials, Activating hidden VAG options (DRL, start-stop, lighting, et, Car customization for VW/Audi/Seat/Skoda, Specific feature activations like KESSY, offroad mode, needl
- bio: Tuto pour codage options cachées avec VCDS / OBDeleven VW Audi Seat Skoda
Appli VAG Coding sur App Store et Play Store

## Audience (inferred)
- status: present
- description: Owners of VW, Audi, Seat and Skoda cars who want to unlock hidden features via VCDS or OBDeleven coding
- roles: consumer
- seniority: consumer
- pain_points: Finding clear, reliable step-by-step coding tutorials, Risk of bricking modules or triggering errors when coding, Knowing which hidden options are safe and worth activating, Needing compatible hardware (VCDS/OBDeleven) and software versions
- posts_analysed: 16
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 41
- credibility_score: 41
- grade: C
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_vagcodingfr#p0] Augmenter la sensibilité de l’accélérateur avec VCDS (https://www.tiktok.com/@vagcodingfr)
- [tiktok_vagcodingfr#p1] OBDeleven | VAG Coding #vcds #obdeleven #vw #audi #skoda #seat #accelerator
- [tiktok_vagcodingfr#p2] Beat Automotivo Tan Tan Tan Viral
- [tiktok_vagcodingfr#p3] It is a becoming a big trend on TikTok now! Click here: vcds
- [tiktok_vagcodingfr#p4] Check out VAG Coding’s video! #TikTok >
- [tiktok_vagcodingfr#p5] Activation de l’éclairage intérieur progressif avec VCDS
- [tiktok_vagcodingfr#p6] OBDeleven | VAG Coding #vcds #obdeleven #vw #audi #skoda #seat #eclairage #fadeinfadeout
- [tiktok_vagcodingfr#p7] original sound - vagcodingfr

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, 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=42, method=follower_growth_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=42, method=platform_profile

## Freshness
- profile_checked_days_ago: 42
- 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_vagcodingfr
- Request removal: https://koinonlink.com/claim?k=tiktok_vagcodingfr
- Terms: https://koinonlink.com/for-ai