# HONEST Automation (@honestautomation) on youtube

- id: koinon:creator:youtube_honestautomation
- url: https://koinonlink.com/kol/youtube/honestautomation
- schema_version: 1.4

## Identity
- platform: youtube
- handle: honestautomation
- platform_url: https://www.youtube.com/@honestautomation
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4020
- posts_observed: 7
- 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: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Flexible automotive motor assembly lines, High-speed flyer winding machines for stators and armatures, BLDC and brushed motor production automation, Yield improvement and traceability in motor manufacturing, Quick-changeover flexible production equipment, Humanoid robot joint and EPS motor assembly automation
- bio: Welcome to the official YouTube channel of HONEST Automation! With 19+ years of expertise, we specialize in custom flexible ...

## Audience (inferred)
- status: present
- description: Motor manufacturers, automotive parts suppliers, and factory automation engineers evaluating production equipment
- roles: automation
- seniority: decision_maker
- pain_points: Low yield rates and unstable winding/assembly quality in brushed and BLDC motors, Long changeover times when switching between motor models on production lines, High labor costs and inconsistency from manual winding or assembly processes, Difficulty scaling from prototype to high-volume automated mass production for EV or robot motors
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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.

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=10, 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=10, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=48, 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=10, 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=48, 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=48, method=platform_profile

## Freshness
- profile_checked_days_ago: 48
- content_analysed_days_ago: 10
- audience_updated_days_ago: 70

## AI retrieval
- indexing_requests: 8
- 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_honestautomation
- Request removal: https://koinonlink.com/claim?k=youtube_honestautomation
- Terms: https://koinonlink.com/for-ai