# Sabrina Ramonov 🍄 (@sabrina_ramonov) on tiktok

- id: koinon:creator:tiktok_sabrina_ramonov
- url: https://koinonlink.com/kol/tiktok/sabrina_ramonov
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: sabrina_ramonov
- platform_url: https://www.tiktok.com/@sabrina_ramonov
- website: https://www.youtube.com/@sabrina_ramonov?sub_confirmation=1
- country: United States
- entity_type: creator
- person_id: koinon:person:tiktok_sabrina_ramonov

## Reach
- followers: 819246
- posts_observed: 1102
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.06806
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 17452
- best_post_interactions: 129359
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: ChatGPT and Claude prompts for business automation, AI workflow and agent commands, Resume and job application optimization with AI, AI SEO and AEO for small businesses, Faceless video automation and API tools, AI privacy controls and data management

## Audience (inferred)
- status: present
- description: Small business owners, content creators and professionals actively using AI tools like ChatGPT and Claude for workflow automation and productivity
- roles: automation
- seniority: practitioner
- pain_points: Repetitive content and workflow management that takes too much time, Crafting effective prompts and managing context in AI chats, Handling resume optimization and job applications manually, Data privacy tasks and turning off AI training without losing functionality
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=50, 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=0.5, freshness_days=70, 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=50, 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=50, method=platform_profile

## Freshness
- profile_checked_days_ago: 50
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

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