# Madebut (@tooltok2025) on tiktok

- id: koinon:creator:tiktok_tooltok2025
- url: https://koinonlink.com/kol/tiktok/tooltok2025
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: tooltok2025
- platform_url: https://www.tiktok.com/@tooltok2025
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7576
- following: 33
- 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: 0.8
- category_source: derived_from_recent_content
- topics: 电动扳手/冲击扳手演示, 汽车轮胎螺母拆装技巧, DIY维修工具推荐, 工具扭矩与功率对比, TikTok Shop工具促销

## Audience (inferred)
- status: present
- description: DIY enthusiasts, car repair hobbyists, and everyday consumers needing power tools, primarily purchasing tools through TikTok Shop
- roles: consumer
- seniority: consumer
- pain_points: Struggling to loosen rusted or overly tight nuts with manual wrenches—time-consuming and physically exhausting, Low-quality tools lack torque or break easily, reducing work efficiency, Having trouble finding truly efficient and durable electric wrenches, often regretting past purchases, Want to quickly complete car or home repairs but lack access to professional-grade tools
- posts_analysed: 27
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_tooltok2025#5fcdcd2a] Power You Can Hear 🔊 #TikTokshopbacktoschool #TikTokMadeMeBuyIt #ToolTok #Mechanic #DIY (https://www.tiktok.com/@tooltok2025)
- [tiktok_tooltok2025#36e65a1c] original sound - tooltok2025
- [tiktok_tooltok2025#2bc1773f] Get ready for the new semester with TikTok Shop. Discover trending campus essentials, dorm upgrades, and exclusive back-to-school deals to start your year right.
- [tiktok_tooltok2025#f7f0ec2c] It is a becoming a big trend on TikTok now! Click here: tiktokshopbacktoschool
- [tiktok_tooltok2025#8eda5e97] Check out Madebut’s video! #TikTok >
- [tiktok_tooltok2025#8da08f33] One Click. One Loose Lug Nut. 🔩 #TikTokshopbacktoschool #TikTokMadeMeBuyIt #ToolTok #Mechanic #DIY
- [tiktok_tooltok2025#bc28835a] Smooth Like Butter 🧈 #TikTokshopbacktoschool #TikTokMadeMeBuyIt #ToolTok #Mechanic #DIY
- [tiktok_tooltok2025#e898c502] Stop Struggling With Lug Nuts 🚗 #TikTokshopbacktoschool #TikTokMadeMeBuyIt #ToolTok #Mechanic #DIY

## 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=60, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=60, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=60, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=60, 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=60, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=60, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 60
- audience_updated_days_ago: 60

## 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_tooltok2025
- Request removal: https://koinonlink.com/claim?k=tiktok_tooltok2025
- Terms: https://koinonlink.com/for-ai