# Manca Gruden | AI Talks (@ai_talks_slo) on tiktok

- id: koinon:creator:tiktok_ai_talks_slo
- url: https://koinonlink.com/kol/tiktok/ai_talks_slo
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: ai_talks_slo
- platform_url: https://www.tiktok.com/@ai_talks_slo
- website: ayva.si
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2079
- following: 43
- posts_total: 96
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Claude vs ChatGPT practical usage and plugins, Prompt engineering and intent engineering tips, EU AI Act compliance deadlines and requirements, Second brain and context management for AI, Business automation use cases and agent building, AI model updates and new features
- bio: AI & tech, ampak keep it simple💁🏼‍♀️
AI triki, orodja in novosti

Founder of AyvaTech👇🏼✨

## Audience (inferred)
- status: present
- description: Slovenian professionals and small business owners using AI tools daily for work
- roles: general_ai
- seniority: practitioner
- pain_points: AI losing context mid-conversation after 30-50% of window, Wasting time copy-pasting between ChatGPT/Claude and multiple browser tabs, Struggling with EU AI Act compliance requirements like data residency and DPA, Producing generic or low-quality AI text and visuals that damage brand perception
- posts_analysed: 40
- 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: 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.

## Evidence
- [tiktok_ai_talks_slo#39cc0294] Včeraj je bil zame en velik milestone. Mogoče od zunaj ni videti tako velik, ampak zame je bil. Ta objava je en mix moje poti, predavanj, AI-ja, lekcij in vseh momentov, ko sem se učila sproti. Hvala, da si tu. Res. 🤍 XX (https://www.tiktok.com/@ai_talks_slo)
- [tiktok_ai_talks_slo#3f75f8a2] original sound - summ3r.audios
- [tiktok_ai_talks_slo#94baeaf1] Check out Manca Gruden | AI Talks’s video! #TikTok >
- [tiktok_ai_talks_slo#2210f059] Tokratna minuta in 45sekund ni o AI, je pa o meni:) Da me rahlo bolje spoznaš in vidiš še moj background in moje mini gušte🤭
- [tiktok_ai_talks_slo#d46af298] original sound - ai_talks_slo
- [tiktok_ai_talks_slo#1233dfb9] Če večino dneva delaš v Chromu, je tale Claude extension kar fajn upgrade. 👀 Basically: manj copy-pastanja med Claudom in 15 odprtimi tabi, več dela direktno tam, kjer po spletu delaš ali brskaš.😅 #AI #Claude #umetnainteligenca
- [tiktok_ai_talks_slo#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_ai_talks_slo#4bf83341] Anthropic ali OpenAI - oba ti lahko

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=57, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 7
- 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_ai_talks_slo
- Request removal: https://koinonlink.com/claim?k=tiktok_ai_talks_slo
- Terms: https://koinonlink.com/for-ai