# TITANS of CNC (@titansofcnc) on tiktok

- id: koinon:creator:tiktok_titansofcnc
- url: https://koinonlink.com/kol/tiktok/titansofcnc
- schema_version: 1.4

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

## Reach
- followers: 526054
- posts_observed: 1
- verified: false
- size_tier: kol

## 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: 0.95
- category_source: derived_from_recent_content
- topics: CNC machining processes and techniques, Tooling, end mills, and workholding, Machinist challenges and shop floor problems, Precision inspection and measurement, Advanced equipment like 5-axis, EDM, and grinders
- bio: TITANS of CNC MACHINING | Free education in 190+ countries | Join the revolution

## Audience (inferred)
- status: present
- description: CNC machinists, machine shop owners, and manufacturing engineers focused on precision machining and tooling
- roles: none, automation
- seniority: practitioner
- pain_points: Handling difficult materials and complex geometries without tool failure, Achieving tight tolerances and surface finishes consistently, Resolving conflicts between programmers and floor machinists, Increasing shop profitability and efficiency with existing equipment
- posts_analysed: 100
- confidence: 0.9

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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_titansofcnc#b029c501] Why Machinists FEAR Machining VESPEL #titansofcnc #titansofcncacademy #cnc #cncmachining #cncmachinist #machining #manufacturing #machinery #3dprinting #engineering #automation #aerospace #cncmill #cnclathe #cncprogramming #cncprogrammer #aerospace #machineshop #cncmachinetool #e (https://www.tiktok.com/@titansofcnc)
- [tiktok_titansofcnc#d8c69248] original sound - titansofcnc
- [tiktok_titansofcnc#d8e506fb] It is a becoming a big trend on TikTok now! Click here: titansofcnc
- [tiktok_titansofcnc#25bd3a9c] Check out TITANS of CNC’s video! #TikTok >
- [tiktok_titansofcnc#d582b7e0] Machining the FIRST Aerospace ISOGRID Skateboard #cnc #machinist #cncmachin

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=84, 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=84, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=84, 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=84, 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=84, 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=84, method=platform_profile

## Freshness
- profile_checked_days_ago: 84
- content_analysed_days_ago: 84
- audience_updated_days_ago: 84

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