# AI-GNITION (@AI-GNITION) on youtube

- id: koinon:creator:youtube_ai-gnition
- url: https://koinonlink.com/kol/youtube/AI-GNITION
- schema_version: 1.4

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

## Reach
- followers: 1080
- posts_observed: 99
- 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: AI Product Manager career advice and job tips, Building billion-dollar AI startups and businesses, Why most AI startups fail and VC funding realities, AI industry news, CEO warnings and India-specific AI develop, Free AI tools, prompts and productivity hacks
- bio: AI-GNITION is your one-stop destination for everything at the intersection of AI advancements, product management insights, and ...

## Audience (inferred)
- status: present
- description: Aspiring and junior AI Product Managers, especially Indian tech students, IIT graduates and young professionals aiming to enter AI PM roles or launch AI startups
- roles: general_ai
- seniority: learner
- pain_points: Getting rejected when applying for AI Product Manager jobs, Not knowing how to build or scale AI startups that attract VC funding, Fear of AI replacing their current roles in product, consulting or design, Struggling to keep up with rapidly changing AI tools and industry trends
- posts_analysed: 48
- 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: 31
- authenticity_basis: profile_shape_only
- credibility_score: 31
- 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.

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=16, 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=16, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=16, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 16
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 15
- 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_ai-gnition
- Request removal: https://koinonlink.com/claim?k=youtube_ai-gnition
- Terms: https://koinonlink.com/for-ai