# AI Tools (@gywvie8) on tiktok

- id: koinon:creator:tiktok_gywvie8
- url: https://koinonlink.com/kol/tiktok/gywvie8
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: gywvie8
- platform_url: https://www.tiktok.com/@gywvie8
- country: Malaysia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6146
- following: 5
- posts_total: 397
- posts_observed: 20
- 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: 0.88
- category_source: derived_from_recent_content
- topics: Car diagnostic fixes like oxygen sensor and check engine, Chainsaw and gear lubrication maintenance, Mini grinder and power tool accessories, DIY gardening and lawn equipment upgrades, Avoiding workshop scams and fake auto parts
- bio: @gywvie8 6575 Followers, 5 Following, 71.4k Likes - Watch awesome short videos created by AI Tools

## Audience (inferred)
- status: present
- description: Malaysian DIY car owners and gardeners who fix their own vehicles and power tools to avoid expensive workshops
- roles: consumer
- seniority: consumer
- pain_points: Workshop repair costs reaching thousands of ringgit for simple issues, Check engine light triggering unnecessary catalytic converter replacements, Power tools and chainsaws breaking quickly due to poor lubrication, Fake or low-quality tool accessories that don't work properly
- posts_analysed: 35
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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_gywvie8#3e14ea78] Suntik minyak pelincir ke dalam gear dan rantai, lakukan sebelum peralatan rosak!  #minyakpelincir #mesinpemotongrumput #rantai #memotongrumput #taman (https://www.tiktok.com/@gywvie8)
- [tiktok_gywvie8#6773a301] SWISH
- [tiktok_gywvie8#e3dda407] It is a becoming a big trend on TikTok now! Click here: minyakpelincir
- [tiktok_gywvie8#b0242684] Check out AI Tools’s video! #TikTok >
- [tiktok_gywvie8#fd259942] Sebelum hantar kereta ke bengkel dan habis ribuan ringgit, cuba tengok komponen kecil ni dulu.   Mungkin boleh bantu jimat banyak duit!   #baikikereta   #lampuengine   #masalahkereta   #sparepartkereta   #bengkelkereta   #fyp
- [tiktok_gywvie8#207329bf] 🌱 Gali lubang jadi lebih cepat! Pasang pada drill terus boleh guna. ✅ 22cm 45cm ✅ Jimat tenaga ✅ Jimat masa 🔥 Harga promo sekarang! #petani #berkebun #gardening #drill #alatan #kebun #DIY #Malaysia #tiktokshop #viral
- [tiktok_gywvie8#99dc935c] Graceful Bridge
- [tiktok_gywvie8#17aa5e97] Rahsia chainsaw tahan lama, ramai skip benda ni!   Sebelum

## 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=80, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=80, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=80, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=80, 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 80
- audience_updated_days_ago: 80

## 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_gywvie8
- Request removal: https://koinonlink.com/claim?k=tiktok_gywvie8
- Terms: https://koinonlink.com/for-ai