# AI i Automatizacije (@aiautomationorca) on tiktok

- id: koinon:creator:tiktok_aiautomationorca
- url: https://koinonlink.com/kol/tiktok/aiautomationorca
- schema_version: 1.4

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

## Reach
- followers: 22351
- following: 4
- posts_total: 263
- posts_observed: 9
- verified: false
- size_tier: koc

## 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: Choosing the right AI tool for each task (Perplexity, Claude, Prompt engineering and custom instructions for better output, Building AI workflows and systems instead of using one tool , Avoiding common amateur mistakes with AI, Free vs paid tools and cost-efficient setups, Skool community and prompt libraries for advanced users

## Audience (inferred)
- status: present
- description: Freelancers, small business owners, content creators and solo operators in the Balkans looking to improve productivity with AI tools and workflows
- roles: automation
- seniority: practitioner
- pain_points: Wasting hours on wrong or outdated AI tools that deliver mediocre results, Getting generic outputs because of poor prompting and lack of system, Paying for multiple unnecessary subscriptions without knowing which tool fits the task, Manually switching between apps instead of building simple automated workflows
- posts_analysed: 69
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 57
- authenticity_basis: profile_shape_only
- credibility_score: 57
- 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.

## Evidence
- [tiktok_aiautomationorca#79b691d7] Svi i dalje gube sate sklapajući slajdove ručno i čude se zašto im niko ne zatvara ponude. Prezentacije vam izgledaju jeftino jer koristite zastarele alate. Vreme je vaš najskuplji resurs. Prestanite da ga bacate na nameštanje fontova. Evo kako se to radi profesionalno: Glavna ma (https://www.tiktok.com/@aiautomationorca)

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, 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=74, 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: 74
- audience_updated_days_ago: 74

## 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=tiktok_aiautomationorca
- Request removal: https://koinonlink.com/claim?k=tiktok_aiautomationorca
- Terms: https://koinonlink.com/for-ai