# tyler_kist (@tyler_kist) on tiktok

- id: koinon:creator:tiktok_tyler_kist
- url: https://koinonlink.com/kol/tiktok/tyler_kist
- schema_version: 1.4

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

## Reach
- followers: 37132
- following: 1
- posts_observed: 3
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI automation for small businesses, Openclaw bot setup and tutorials, Custom AI apps for entrepreneurs, Implementing AI into business operations, Business growth trends with AI

## Audience (inferred)
- status: present
- description: Small business owners and entrepreneurs looking to adopt AI automation tools like custom bots for their operations
- roles: automation
- seniority: decision_maker
- pain_points: Lack of technical skills to build or set up AI tools themselves, Uncertainty about how to integrate AI into existing small business workflows, Need for beginner-friendly guidance on specific tools like Openclaw, Pressure to grow revenue in coming years without clear AI strategies
- posts_analysed: 19
- confidence: 0.6

## 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: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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_tyler_kist#122b87a5] How to use ai for a small business #aiautomation #entrepreneur #businessowner #trilloclub #smallbusinessowner (https://www.tiktok.com/@tyler_kist)
- [tiktok_tyler_kist#ecf627b0] original sound - tyler_kist
- [tiktok_tyler_kist#cc8d1602] It is a becoming a big trend on TikTok now! Click here: aiautomation
- [tiktok_tyler_kist#a56efbde] Check out tyler_kist’s video! #TikTok >
- [tiktok_tyler_kist#f546fb6d] This video is for entrepreneurs #aiautomation #entrepreneur #businessowner #trilloclub
- [tiktok_tyler_kist#49ac14b3] I will build a custom app for your business #aiautomation #entrepreneur #businessowner #trilloclub
- [tiktok_tyler_kist#f4de4fb2] How to use ai for your business #aiautomation #entrepreneur #businessowner #trilloclub
- [tiktok_tyler_kist#7319481c] If you want to start with ai send me a message #ai #aiautomation #entrepreneur #openclaw #businessowner

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, 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=61, 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: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 8
- 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_tyler_kist
- Request removal: https://koinonlink.com/claim?k=tiktok_tyler_kist
- Terms: https://koinonlink.com/for-ai