# Tolga Özol (@TolgaOzol) on youtube

- id: koinon:creator:youtube_tolgaozol
- url: https://koinonlink.com/kol/youtube/TolgaOzol
- schema_version: 1.4

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

## Reach
- followers: 7690
- posts_observed: 78
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Weekly AI news roundups, AI impact on healthcare and corporations, AI agents and multi-model systems, AI investments and market spending, Job losses and business automation due to AI, SEO and industry disruption by AI
- bio: 30+ yıllık teknoloji deneyimi ve 6+ yıldır Yapay Zeka alanına odaklanmış bir geçmişe sahip olan Ahmet Tolga Özol, dört şirketin ...

## Audience (inferred)
- status: present
- description: Turkish-speaking professionals and enthusiasts who follow weekly AI news roundups to understand industry shifts, business impacts, and emerging trends
- roles: general_ai
- seniority: practitioner
- pain_points: Staying updated on fast-moving AI developments and weekly agendas, Understanding how AI affects specific sectors like healthcare, SEO, and corporate operations, Assessing job displacement risks and investment opportunities in AI, Navigating the shift from single models to multi-model/agent systems
- posts_analysed: 14
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 43
- authenticity_basis: profile_shape_only
- credibility_score: 43
- 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=0.4, freshness_days=73, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=73, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=73, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=13, 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=13, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=48, 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=13, 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=48, 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=48, method=platform_profile

## Freshness
- profile_checked_days_ago: 48
- content_analysed_days_ago: 13
- audience_updated_days_ago: 73

## AI retrieval
- indexing_requests: 11
- 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_tolgaozol
- Request removal: https://koinonlink.com/claim?k=youtube_tolgaozol
- Terms: https://koinonlink.com/for-ai