# AI PRENEUR (@_aipreneur) on tiktok

- id: koinon:creator:tiktok__aipreneur
- url: https://koinonlink.com/kol/tiktok/_aipreneur
- schema_version: 1.4

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

## Reach
- followers: 6050
- following: 2
- posts_total: 68
- posts_observed: 1
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI video prompts and workflows, Viral animation and POV formats, Kids animation and transformation channels, Tool stacks for fast AI video production, Channel growth patterns using AI
- bio: 🚀 Use AI to create & sell digital products
📈 Learn viral growth & automation
💬 Follow for daily AI marketing gems
📩 Collabs: [contact removed]

## Audience (inferred)
- status: present
- description: TikTok/Instagram short-form creators and side-hustlers trying to build viral AI video channels for income or growth
- roles: content
- seniority: practitioner
- pain_points: Don't know which video formats or niches are currently going viral, Struggle to find working AI prompts and end-to-end workflows, Waste time switching between multiple tools instead of having one reliable process, Fail to grow channels consistently despite posting
- posts_analysed: 37
- confidence: 0.75

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

## Quality signals
- authenticity_score: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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__aipreneur#40a7ddcd] 💬 Comment “AI income” and I’ll DM you the full guide. 🍓 Simple, playful visuals are dominating right now — especially content that’s easy to watch, easy to share, and impossible to scroll past. 🧠 What most people miss is that these viral styles aren’t random. They follow clear (https://www.tiktok.com/@_aipreneur)

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, 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=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=96, 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=70, 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=96, 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=96, method=platform_profile

## Freshness
- profile_checked_days_ago: 96
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

## 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__aipreneur
- Request removal: https://koinonlink.com/claim?k=tiktok__aipreneur
- Terms: https://koinonlink.com/for-ai