# Kyle Painter | AI for Business (@Kyle_theDisruptor) on youtube

- id: koinon:creator:youtube_kyle_thedisruptor
- url: https://koinonlink.com/kol/youtube/Kyle_theDisruptor
- schema_version: 1.3

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

## Reach
- followers: 3520
- posts_observed: 14
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Claude Agents与AI系统搭建, AI驱动的SEO与内容自动化, AI业务落地与Playbook, 降低AI使用成本与Token优化, AI声音个性化与人类化
- bio: AI is the most disruptive technology ever invented, and it'll change everything. This channel provides you with the human and the ...

## Audience (inferred)
- status: present
- description: small and medium business owners, content creators, and marketers using AI tools like Claude for SEO, content production, and business automation
- roles: automation
- seniority: practitioner
- pain_points: High costs for SEO and content creation, reliance on external agencies, AI outputs feel robotic and lack personalization, Rapid token consumption and uncontrolled costs, Difficulty in connecting multiple AI tools into a reliable business workflow
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_kyle_thedisruptor#594c0f02] Claude Can't See Your Ads (https://www.youtube.com/@Kyle_theDisruptor)
- [youtube_kyle_thedisruptor#59bacfbd] One Man SEO Crew Part 1
- [youtube_kyle_thedisruptor#c8e4573d] The 60-Second Sales Rule
- [youtube_kyle_thedisruptor#3a7a25be] Stop Setting Goals Like This
- [youtube_kyle_thedisruptor#3f03b046] The Business Growth Rules
- [youtube_kyle_thedisruptor#26c0826d] Claude for Small Businesses
- [youtube_kyle_thedisruptor#1b4c3e5a] The Claude Hack
- [youtube_kyle_thedisruptor#b4e23be1] AI Companies are Doomed

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=29, 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=2, 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=2, 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=2, method=platform_profile

## Freshness
- profile_checked_days_ago: 2
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

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