# Tools Tested (@Tools-Tested) on youtube

- id: koinon:creator:youtube_tools-tested
- url: https://koinonlink.com/kol/youtube/Tools-Tested
- schema_version: 1.3

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

## Reach
- followers: 41300
- posts_observed: 96
- verified: false
- size_tier: koc

## 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: 0.95
- category_source: derived_from_recent_content
- topics: 电动工具实测, Milwaukee M12电池对比与拆解, DeWalt工具性能测试, 正品 vs 假货/山寨工具, 扭矩扳手与钻头耐用性测试
- bio: Determining which tools perform the best given their price. Entertainment purposes only, Use information provided at your own ...

## Audience (inferred)
- status: present
- description: DIY enthusiasts and craftsmen/professionals who use power tools, primarily focused on tool value for money, battery performance, and durability reviews
- roles: consumer, general_ai
- seniority: consumer
- pain_points: Hard to tell if a high-priced tool is actually worth the cost, Worried about buying counterfeit or low-quality knockoffs, Inconsistent battery life and real-world power performance, Lack of reliable, real-world comparisons across brands for tool durability
- posts_analysed: 17
- 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: 52
- authenticity_basis: profile_shape_only
- credibility_score: 52
- 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
- [youtube_tools-tested#b372959c] Colored Foam (https://www.youtube.com/@Tools-Tested)
- [youtube_tools-tested#373fd92e] Easy Install Outlets   Push. Click. Done.  #diy
- [youtube_tools-tested#4bcc778a] #Dewalt #OverKill #Black&Yellow
- [youtube_tools-tested#8170b03c] M12 9ah Battery Stay Away
- [youtube_tools-tested#f10a43c7] Grease Coupler Testing
- [youtube_tools-tested#c9b02eb6] Torque Wrench Tested
- [youtube_tools-tested#d74e8592] Drill Testing #dewalt20v #drill #cordlessdrill
- [youtube_tools-tested#ff1880a5] Amazon Denali

## 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=34, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=34, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=34, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=36, 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=0, 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=36, 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=36, method=platform_profile

## Freshness
- profile_checked_days_ago: 36
- content_analysed_days_ago: 0
- audience_updated_days_ago: 34

## AI retrieval
- indexing_requests: 1
- 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=youtube_tools-tested
- Request removal: https://koinonlink.com/claim?k=youtube_tools-tested
- Terms: https://koinonlink.com/for-ai