# Hugo | Formateur IA (@hugoiabusiness) on tiktok

- id: koinon:creator:tiktok_hugoiabusiness
- url: https://koinonlink.com/kol/tiktok/hugoiabusiness
- schema_version: 1.4

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

## Reach
- followers: 14834
- following: 67
- posts_total: 214
- posts_observed: 12
- 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
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Creating viral AI fruit story videos, Skibidi Tentafruit and absurd AI scenarios, AI video tutorials and prompts, Promoting his AI content creation school, Weird POV and camera-trick AI clips

## Audience (inferred)
- status: present
- description: Aspiring TikTok creators and small content creators wanting to learn AI video generation for viral short-form content
- roles: content
- seniority: learner
- pain_points: Stuck at low views (around 500) despite consistent posting, Don't know how to use AI tools to create viral videos quickly, Struggle to replicate trending absurd/viral formats like fruit stories or Skibidi-style content, Need practical tutorials and prompts instead of just tools
- posts_analysed: 91
- confidence: 0.9

## 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: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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_hugoiabusiness#6b099bbc] Avoir des outils c'est bien. 🧪 Savoir les utiliser c'est mieux. . 👉 Clique sur le lien en bio #ai #hugoia #premium #green #dark (https://www.tiktok.com/@hugoiabusiness)
- [tiktok_hugoiabusiness#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_hugoiabusiness#a99cc950] Check out Hugo | Formateur IA’s video! #TikTok >
- [tiktok_hugoiabusiness#76f47ce7] Mais la plupart abandonnent avant d’y arriver. Tu postes, tu testes, tu persistes… Et t’as toujours 500 vues pendant que d’autres explosent du jour au lendemain. Ce n’est pas de la chance. C’est un système. 🎓 IA BUSINESS SCHOOL — l’école qui t’apprend à créer, devenir viral et m
- [tiktok_hugoiabusiness#63a6825d] mirage
- [tiktok_hugoiabusiness#5f6ede81] Tout le monde veut percer.
- [tiktok_hugoiabusiness#9fb43b9f] Je crois que mon chat à faim 😳
- [tiktok_hugoiabusiness#a3e4a89e] original sound - zwilling_usa

## 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=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, 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=75, 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: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 11
- 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_hugoiabusiness
- Request removal: https://koinonlink.com/claim?k=tiktok_hugoiabusiness
- Terms: https://koinonlink.com/for-ai