# Anik Singal (@AnikSingal) on youtube

- id: koinon:creator:youtube_aniksingal
- url: https://koinonlink.com/kol/youtube/AnikSingal
- schema_version: 1.4

## Identity
- platform: youtube
- handle: AnikSingal
- platform_url: https://www.youtube.com/@AnikSingal
- country: United States
- entity_type: creator
- person_id: koinon:person:youtube_aniksingal

## Reach
- followers: 553000
- posts_observed: 4
- 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: AI model comparisons and new releases (Claude, GPT, Gemini), Free AI tools for productivity and content tasks, Practical AI workflows and prompt techniques, Emerging AI tech news and applications, Coding and automation use cases with AI
- bio: In May 2022, everything changed. I was about to sell my 9-figure company. Retire. Focus on my kids. Then the FTC showed up.

## Audience (inferred)
- status: present
- description: AI enthusiasts and practitioners who follow daily AI news, tools, and model updates to experiment with them in work or side projects
- roles: general_ai
- seniority: practitioner
- pain_points: Keeping up with the flood of new AI models and features every week, Finding actually useful free tools among heavy hype and marketing, Quickly testing and integrating new AI capabilities into existing workflows, Avoiding wasted time on tools that underdeliver on promises
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- 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.

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=8, 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=8, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=54, 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=8, 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=54, 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=54, method=platform_profile

## Freshness
- profile_checked_days_ago: 54
- content_analysed_days_ago: 8
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 14
- 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_aniksingal
- Request removal: https://koinonlink.com/claim?k=youtube_aniksingal
- Terms: https://koinonlink.com/for-ai