# ATOMSTACK (@atomstack.official) on tiktok

- id: koinon:creator:tiktok_atomstack.official
- url: https://koinonlink.com/kol/tiktok/atomstack.official
- schema_version: 1.4

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

## Reach
- followers: 31731
- following: 26
- posts_total: 264
- posts_observed: 3
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: laser engraving and cutting projects, custom wooden gifts and personalized items, AtomStack machine demos and features, Etsy/small business product ideas, DIY home organizers and decor

## Audience (inferred)
- status: present
- description: DIY makers, hobbyists and small Etsy-style sellers who buy laser engravers to create and sell personalized wooden gifts, organizers and custom products
- roles: consumer
- seniority: practitioner
- pain_points: finding affordable yet powerful desktop laser machines that can cut thick materials cleanly, coming up with fresh, sellable project ideas that stand out on Etsy or craft markets, achieving consistent precision and clean edges on wood, cork and metal without extensive trial-and-error, turning hobby projects into repeatable small-batch products that can be sold profitably
- 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: 59
- authenticity_basis: profile_shape_only
- credibility_score: 59
- 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_atomstack.official#bd3a9370] 🔥 AtomStack Kraft – The World’s First Synchronized Dual-Laser Engraver! 🔥 Three laser modes, effortless switching. Kraft integrates a 20W blue diode laser, a 1.2W infrared laser, and a synchronized dual-laser mode, delivering high precision, faster speeds, and compatibility wit (https://www.tiktok.com/@atomstack.official)

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, 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=61, 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: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 9
- 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_atomstack.official
- Request removal: https://koinonlink.com/claim?k=tiktok_atomstack.official
- Terms: https://koinonlink.com/for-ai