# SMALL BATCH TOOLS (@smallbatchtools) on youtube

- id: koinon:creator:youtube_smallbatchtools
- url: https://koinonlink.com/kol/youtube/smallbatchtools
- schema_version: 1.4

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

## Reach
- followers: 1270
- 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: ecommerce
- subcategory: supply
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: eyewear hinge heatsink machines, acetate lamination presses, side slab heaters and wire shooters, fabrication training programmes
- bio: We are just like you. We love designing and crafting eyewear. We began manufacturing eyewear frames all the way back in 2012 ...

## Audience (inferred)
- status: present
- description: small batch eyewear frame makers, independent designers and optical clinic owners moving into fabrication
- roles: design
- seniority: practitioner
- pain_points: sourcing affordable precision machines for hinges, laminating and heating in small volumes, learning hands-on fabrication skills when coming from optical retail/clinic background, handling acetate and wire components without industrial-scale equipment
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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_smallbatchtools#fe5ec382] HEATSINK MACHINE for Eyewear Hinges in Action | Precision for Eyewear Makers (https://www.youtube.com/@smallbatchtools)
- [youtube_smallbatchtools#ab5fdee7] TRAINING PROGRAMME Teaser w/ Adam – From Optical Clinic to EYEWEAR FABRICATION w/ SMALL BATCH TOOLS
- [youtube_smallbatchtools#62b31d27] TRAINING PROGRAMME Teaser with David – EYEWEAR DESIGN & MANUFACTURING by SMALL BATCH TOOLS
- [youtube_smallbatchtools#c2ac2eca] Laminating Nose Pads Made Easy — Step-by-Step Eyewear Guide (ACETATE LAMINATION PRESS)
- [youtube_smallbatchtools#f4b875df] SMALL BATCH TOOLS - ESSENTIAL SIDE SLAB HEATER
- [youtube_smallbatchtools#39c4f16f] SMALL BATCH TOOLS - ESSENTIAL SIDE WIRE SHOOTER

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, 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=53, 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=53, 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: 53
- audience_updated_days_ago: 53

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