# AI Esnafları (@aiesnaflari) on tiktok

- id: koinon:creator:tiktok_aiesnaflari
- url: https://koinonlink.com/kol/tiktok/aiesnaflari
- schema_version: 1.4

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

## Reach
- followers: 9570
- following: 37
- posts_observed: 1
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI在各行业的实际落地（视频、设计、法律、营销）, 自动化/Agent工具使用（n8n等）, AI未来趋势与伦理讨论, 内容创作与生产效率工具, AI对就业和人类角色的影响

## Audience (inferred)
- status: present
- description: Turkish-speaking professionals interested in the practical applications and future impact of AI tools in creative, marketing, and development work
- roles: general_ai
- seniority: practitioner
- pain_points: How to effectively integrate AI tools (like n8n, Midjourney, Kling) into existing workflows, The learning and staying-up-to-date pressure caused by the rapid pace of AI evolution, Quality control and ethical risks of AI-generated content (deepfakes, propaganda), Anxiety about career positioning and competitiveness as job roles evolve due to AI.
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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
- [tiktok_aiesnaflari#1d6b6708] 2012 yılında Instagram algoritmasını tüm gizemleriyle biliyor olmak mı, yoksa bugün sınırsız AI ajanına sahip olmak mı...  Geçen sefer 2009 yılına dönseniz 1000 bitcoin mi yoksa sınırsız Claude mi diye sormuştuk. Bakalım bu defa tercihler nasıl olacak 🥲 (https://www.tiktok.com/@aiesnaflari)
- [tiktok_aiesnaflari#4312aa70] original sound - aiesnaflari
- [tiktok_aiesnaflari#613a16d5] TikTok Beat
- [tiktok_aiesnaflari#52e80c68] Check out AI Esnafları’s video! #TikTok >
- [tiktok_aiesnaflari#d922dfef] Yapay zeka artık daha fazla gelişemez! (Sizce?) #yapayzeka
- [tiktok_aiesnaflari#8ee878b0] Yapay zeka lezzetler, yapay zeka makyaj, yapay zeka müzik, yapay zeka tasarım... Yapay zeka her yerde! Peki sen yapay zekayı nasıl kullanıyorsun? 💻
- [tiktok_aiesnaflari#b8ad2834] It is a becoming a big trend on TikTok now! Click here: yapayzeka
- [tiktok_aiesnaflari#9397b1ce] Gelecekte üniversitelere ihtiyaç kalacak mı?

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=74, 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=59, 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=74, 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=74, method=platform_profile

## Freshness
- profile_checked_days_ago: 74
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

## AI retrieval
- indexing_requests: 9
- 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=tiktok_aiesnaflari
- Request removal: https://koinonlink.com/claim?k=tiktok_aiesnaflari
- Terms: https://koinonlink.com/for-ai