# Mel ⭐️ IA & Marketing (@labosocial) on tiktok

- id: koinon:creator:tiktok_labosocial
- url: https://koinonlink.com/kol/tiktok/labosocial
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: labosocial
- platform_url: https://www.tiktok.com/@labosocial
- website: https://linktr.ee/labosocial
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3483
- following: 522
- posts_total: 273
- 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: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI-powered content creation with ChatGPT/Canva, MidJourney for images and character consistency, Quick website building with Claude, AI tools like NotebookLM and Whisper for productivity, TikTok growth and content strategy
- bio: 🤖intelligence artificielle
🤯 solutions d’automatisation
🦩marketing
🔥coaching

## Audience (inferred)
- status: present
- description: Solopreneurs and small service business owners who create their own content and marketing using AI tools
- roles: content
- seniority: practitioner
- pain_points: Content creation takes too much time, Building a professional website is slow and costly, Keeping up with fast-changing AI tools and features, Getting consistent engagement and views on social content
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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_labosocial#65bb24ca] Comment créer du beau contenu rapidement? Comment passer moins de temps sur sa création de contenu? J’ai une solution pour toi qui implique l’intelligence artificielle! On travaille mieux et de façon plus efficace, pas plus fort! J’ai créé 20 stories Instagram en 3 minutes et j’a (https://www.tiktok.com/@labosocial)

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=71, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 6
- 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_labosocial
- Request removal: https://koinonlink.com/claim?k=tiktok_labosocial
- Terms: https://koinonlink.com/for-ai