# It's all about Ai by Danilo McGarry (@aimcgarry) on youtube

- id: koinon:creator:youtube_aimcgarry
- url: https://koinonlink.com/kol/youtube/aimcgarry
- schema_version: 1.4

## Identity
- platform: youtube
- handle: aimcgarry
- platform_url: https://www.youtube.com/@aimcgarry
- country: United Kingdom
- entity_type: creator
- person_id: koinon:person:tiktok_aimcgarry

## Reach
- followers: 615000
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: China AI developments and comparisons with the West, Enterprise AI adoption and transformation failures, AI ethics, future societal impact and AGI myths, AI talent as a strategic national and corporate asset, High-level AI news and thought leadership
- bio: I've helped companies generate billions in value using artificial intelligence. What surprised me most wasn't the technology, but ...

## Audience (inferred)
- status: present
- description: AI-interested business professionals and executives following global AI trends, especially China developments and enterprise adoption challenges
- roles: general_ai
- seniority: practitioner
- pain_points: Companies failing at real AI transformation despite investment, Misunderstanding the pace and nature of China's AI progress, Navigating ethical, societal and decision-making impacts of advancing AI, Difficulty attracting or understanding the value of top AI talent
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.85
- promotion_intent: 0.9
- 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
- [youtube_aimcgarry#e4e14bfc] The IA Domino Effect #shorts (https://www.youtube.com/@aimcgarry)
- [youtube_aimcgarry#87d6ca21] AI Talent Builds Nations #AI #Kai-fuLee #DaniloMCGarry #shorts
- [youtube_aimcgarry#da8ec74f] AI Talent is Gold #KaiFu-lee #DaniloMcGarry #shorts
- [youtube_aimcgarry#faa4ef2e] Day 6 of my China AI series is live #ChinaAi #DaniloMcGarry
- [youtube_aimcgarry#7420d59a] AI isn’t just about doing more with fewer people. #shorts
- [youtube_aimcgarry#5789389f] Building safer ai #shorts
- [youtube_aimcgarry#e0a21b54] Day 5 of my China AI tour
- [youtube_aimcgarry#5b9080ed] The decisions we make today will shape what comes next. Are we ready to adapt? #shorts

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=71, 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=71, 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=71, 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=71, method=platform_profile

## Freshness
- profile_checked_days_ago: 71
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 10
- 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_aimcgarry
- Request removal: https://koinonlink.com/claim?k=youtube_aimcgarry
- Terms: https://koinonlink.com/for-ai