# apprends_ton_code (@code_la_route4tiktok) on tiktok

- id: koinon:creator:tiktok_code_la_route4tiktok
- url: https://koinonlink.com/kol/tiktok/code_la_route4tiktok
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: code_la_route4tiktok
- platform_url: https://www.tiktok.com/@code_la_route4tiktok
- country: France
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 60309
- following: 1208
- posts_total: 239
- posts_observed: 1
- verified: false
- size_tier: koc

## 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
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: code de la route, permis de conduire, QCM练习, auto ecole, examenpermisdeconduire

## Audience (inferred)
- status: present
- description: French learners preparing for the code de la route theory exam, mainly young people or first-time applicants
- roles: consumer
- seniority: learner
- pain_points: Pressure of passing the code de la route QCM exam, Understanding French traffic signs and regulations, Lack of targeted practice and mock questions, Need for quick and efficient permis de conduire preparation
- posts_analysed: 37
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 62
- authenticity_basis: profile_shape_only
- credibility_score: 62
- 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_code_la_route4tiktok#a8beeb61] #permisdeconduire #codedelaroute #voyant (https://www.tiktok.com/@code_la_route4tiktok)
- [tiktok_code_la_route4tiktok#aba428fa] original sound - code_la_route4tiktok
- [tiktok_code_la_route4tiktok#27ac231f] It is a becoming a big trend on TikTok now! Click here: permisdeconduire
- [tiktok_code_la_route4tiktok#29be48e2] Check out apprends_ton_code’s video! #TikTok >
- [tiktok_code_la_route4tiktok#ad3e4ade] #conduire #voiture #codedelaroute #permisdeconduire
- [tiktok_code_la_route4tiktok#5305ef13] #permisdeconduire #codedelaroute #voiture #conduire
- [tiktok_code_la_route4tiktok#ca94adab] Code de la route 🚦🚦🚦🏎️ . . . . #LearnOnTikTok #conduire #voiture #codedelaroute #permisdeconduire
- [tiktok_code_la_route4tiktok#b00162b6] Thanks to all who participated in the latest #LearnOnTikTok Post Contest! Check out the winner showcase here: https://vt.tiktok.com/ZSuTNT7oF/ and don't forget to join the March #LearnOnTikTok Post Contest here for a chance to win $3000: https://vt.tiktok.com/ZSuTFmg6r/

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=55, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## AI retrieval
- indexing_requests: 5
- 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_code_la_route4tiktok
- Request removal: https://koinonlink.com/claim?k=tiktok_code_la_route4tiktok
- Terms: https://koinonlink.com/for-ai