# tintstar (@tintstar) on tiktok

- id: koinon:creator:tiktok_tintstar
- url: https://koinonlink.com/kol/tiktok/tintstar
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: tintstar
- platform_url: https://www.tiktok.com/@tintstar
- website: https://geoshieldusa.com/?ref=TINTSTAR
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8399
- following: 1074
- 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: lifestyle
- subcategory: home_living
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: window tint installation play-by-plays and tips, Tinter Battles competitions, tool and film reviews/recommendations, industry events and training academies, common beginner mistakes
- bio: 📍  NY
📍 TX
🚗 Tint Shop and School
Save 10% off 44tools.com with code tintstar10
🎥Tag me in your tint videos for play by play 🎥

## Audience (inferred)
- status: present
- description: window tint installers, tinters, shop owners and apprentices in the automotive film trade
- roles: none
- seniority: practitioner
- pain_points: failed or bubbling tint installs and how to fix them, legal shade limits and unhappy customers who want darker tint, finding reliable tools and films that shrink/install cleanly, learning advanced techniques from competitions and academies
- posts_analysed: 100
- confidence: 0.9

## 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: 43
- authenticity_basis: profile_shape_only
- credibility_score: 43
- 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_tintstar#ed4a0acb] The Milwaukee fuel blower is a great tool to have in the shop to help you keep the garage clean. Every morning we use it and blow out all dirt, dust, etc., before we start the day.  #milwaukee #tint #tools #shop #CleanTok (https://www.tiktok.com/@tintstar)
- [tiktok_tintstar#f914313a] original sound - tintstar
- [tiktok_tintstar#61fe4b0c] It is a becoming a big trend on TikTok now! Click here: milwaukee
- [tiktok_tintstar#884ce6ce] Check out tintstar’s video! #TikTok >
- [tiktok_tintstar#6b7e645e] Search:
- [tiktok_tintstar#46a37761] garage cleaner
- [tiktok_tintstar#5f1c963c] A little tip for all the installers following us. If you’re not doing this already now is a good time to start
- [tiktok_tintstar#68e82fa0] This customer couldn’t see during the day or night. He called us up and asked us to remove the window tint on the rear half. It was a surprise to learn that the rear windows metered at 2% VLT. #tint #tintstar

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=80, 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=79, 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=80, 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=80, method=platform_profile

## Freshness
- profile_checked_days_ago: 80
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 5
- 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_tintstar
- Request removal: https://koinonlink.com/claim?k=tiktok_tintstar
- Terms: https://koinonlink.com/for-ai