# Tyler Kist Ai Automation (@tylerkist) on tiktok

- id: koinon:creator:tiktok_tylerkist
- url: https://koinonlink.com/kol/tiktok/tylerkist
- schema_version: 1.4

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

## Reach
- followers: 16636
- following: 97
- posts_observed: 7
- 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: Starting an AI agency from scratch, AI client acquisition (cold calling, emails), Vibecoding and building AI websites, AI agents and automation tools, Making money with AI and avoiding common mistakes

## Audience (inferred)
- status: present
- description: Aspiring AI agency founders and solopreneurs trying to start and scale AI automation businesses
- roles: automation
- seniority: learner
- pain_points: Not knowing how to start an AI agency from zero, Struggling to get clients via cold outreach, Being misled by internet gurus about AI opportunities, Difficulty building websites that actually convert using AI
- posts_analysed: 34
- confidence: 0.75

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

## Quality signals
- authenticity_score: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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_tylerkist#ce26cc20] Vibecoding websites is changing very fast #trilloclub #aiautomation #aiagents #vibecode (https://www.tiktok.com/@tylerkist)
- [tiktok_tylerkist#ef86d933] original sound - tylerkist
- [tiktok_tylerkist#5458388a] It is a becoming a big trend on TikTok now! Click here: trilloclub
- [tiktok_tylerkist#f83a3caf] Check out Tyler Kist Ai Automation’s video! #TikTok >
- [tiktok_tylerkist#afa6828f] What’s your prompt to make a movie #trilloclub #aiautomation #aiagents #vibecode
- [tiktok_tylerkist#3e2e4cf2] The ai space is closing In #trilloclub #aiautomation #aiagents #vibecode
- [tiktok_tylerkist#f7090ee4] Hot to make a website that actually converts #trilloclub #aiautomation #aiagents #vibecode
- [tiktok_tylerkist#d292a3d3] Day 4 recap of starting an ai agency from scratch #trilloclub #aiautomation #aiagents #vibecode

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=72, 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=72, 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=72, 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=72, method=platform_profile

## Freshness
- profile_checked_days_ago: 72
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 9
- 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_tylerkist
- Request removal: https://koinonlink.com/claim?k=tiktok_tylerkist
- Terms: https://koinonlink.com/for-ai