# Wendy (@f1windy) on tiktok

- id: koinon:creator:tiktok_f1windy
- url: https://koinonlink.com/kol/tiktok/f1windy
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: f1windy
- platform_url: https://www.tiktok.com/@f1windy
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2502
- following: 12
- 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: 0.7
- category_source: derived_from_recent_content
- topics: woodworking tools, automotive repair tools, DIY home improvement gadgets, car and truck maintenance, specialized drill bits and wrenches
- bio: Hunting for badass tools?
Follow me bro🫡

## Audience (inferred)
- status: present
- description: DIY enthusiasts, homeowners, and car owners who handle home repairs, woodworking, and car maintenance themselves
- roles: consumer
- seniority: consumer
- pain_points: Repeatedly measuring spacing or finding center points during woodworking or installations, Flying sawdust during cutting, easily inhaled, Difficulty reaching or operating screws/bolts in tight or restricted spaces, Trouble with damaged threads on cars or machinery, and challenging maintenance of brake fluid or refrigerant
- posts_analysed: 74
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- 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_f1windy#0c16f417] Haha, one layer every three seconds！ #tools #DIY #woodworking #hometools #dealsforyoudays (https://www.tiktok.com/@f1windy)
- [tiktok_f1windy#ee10030d] original sound - f1windy
- [tiktok_f1windy#43d61be5] It is a becoming a big trend on TikTok now! Click here: tools
- [tiktok_f1windy#692024b1] Check out Wendy’s video! #TikTok >
- [tiktok_f1windy#6b7e645e] Search:
- [tiktok_f1windy#3f74a751] layering tool
- [tiktok_f1windy#bffd89c2] Artículos esenciales para propietarios de autocaravanas y camiones. #rv #truck #hashtag #tool #caraccessories
- [tiktok_f1windy#518e17de] This guy might be able to help you. #tools #automotive #DIY #socket #tiktokshopspringglowup

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=78, 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=78, 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=78, 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=78, method=platform_profile

## Freshness
- profile_checked_days_ago: 78
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 7
- 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_f1windy
- Request removal: https://koinonlink.com/claim?k=tiktok_f1windy
- Terms: https://koinonlink.com/for-ai