# ToolTested (@judy864622) on tiktok

- id: koinon:creator:tiktok_judy864622
- url: https://koinonlink.com/kol/tiktok/judy864622
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: judy864622
- platform_url: https://www.tiktok.com/@judy864622
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5458
- following: 3
- posts_total: 176
- 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: 0.85
- category_source: derived_from_recent_content
- topics: Car tools and tire inflators, DIY garage repairs and maintenance, Father's Day tool gift ideas, Tool discounts and deals, Air nozzles and quick-connect accessories
- bio: @judy864622 5435 Followers, 3 Following, 83.9k Likes - Watch awesome short videos created by ToolTested

## Audience (inferred)
- status: present
- description: DIY car enthusiasts, garage hobbyists and home mechanics who buy practical tools and accessories
- roles: consumer
- seniority: consumer
- pain_points: Fighting with leaky or hard-to-connect tire inflators and air hoses, Wasting time twisting connectors and losing air pressure, Getting busted knuckles from stubborn hose clamps and manual tools, Missing timely discounts on useful garage tools before they sell out
- posts_analysed: 17
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.9
- 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: 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_judy864622#14f22921] The Father’s Day gift he’ll actually use! Right now, the discount is insane! Stop fighting with old air chucks. No more twisting. No more air leaks. Just clip it on, inflate, and done. Why didn’t they invent this years ago? Your dad’s garage needs this ASAP. Quick Connect Air Chu (https://www.tiktok.com/@judy864622)
- [tiktok_judy864622#c89ebd7c] original sound - judy864622
- [tiktok_judy864622#c6ca1be2] Father’s Day is here! Join the challenge by sharing your favorite family moments, gifts, or surprises for Dad, and shop our weekly deals!
- [tiktok_judy864622#1653d8c1] It is a becoming a big trend on TikTok now! Click here: fathersdaygift
- [tiktok_judy864622#60d91536] Check out ToolTested’s video! #TikTok >
- [tiktok_judy864622#39a80bad] There’s a huge discount right now, and

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, 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=56, 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: 56
- audience_updated_days_ago: 56

## 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_judy864622
- Request removal: https://koinonlink.com/claim?k=tiktok_judy864622
- Terms: https://koinonlink.com/for-ai