# Sara (@probablysaraw) on tiktok

- id: koinon:creator:tiktok_probablysaraw
- url: https://koinonlink.com/kol/tiktok/probablysaraw
- schema_version: 1.0

## Identity
- platform: tiktok
- handle: probablysaraw
- platform_url: https://www.tiktok.com/@probablysaraw
- website: https://www.instagram.com/saramwahedi?igsh=MW9nN2c3Mm90dmJ1eQ%3D%3D&utm_source=qr
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7030
- following: 1001
- posts_observed: 9
- verified: false
- size_tier: nano

## Engagement
- unit_note: engagement_rate is a ratio (0-1); the interaction fields are absolute counts.

## Content
- category: entertainment
- subcategory: mindset
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: manifestation and mindset, personal success despite odds, Columbia and Oxford journey, Afghan women and education rights, tech founder life
- bio: Sara Wahedi's official TikTok.
Founder @ Civaam AI. 
Columbia, Oxford, Apple AIML.
Instagram: saramwahedi

## Audience (inferred)
- status: present
- description: Young women drawn to motivational clips about overcoming failure, manifestation, and personal success stories from refugee or low-income backgrounds
- roles: none
- seniority: learner
- pain_points: Dealing with repeated rejection and self-doubt, Feeling like a failure when starting late or from disadvantaged circumstances, Struggling to stay motivated while pursuing big academic or career dreams
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 41
- credibility_score: 41
- grade: C
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_probablysaraw#p0] I’ve been in the ‘tech in crisis regions’ space for 8 years and I’m excited to share more about my work on TikTok! For the last seven years, I’ve worked as a founder and technologist where my work has centered on Article 19 of the UN Declaration of Human Rights: access to informa (https://www.tiktok.com/@probablysaraw)

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=14, method=follower_growth_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=14, method=platform_profile

## Freshness
- profile_checked_days_ago: 14
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_probablysaraw
- Request removal: https://koinonlink.com/claim?k=tiktok_probablysaraw
- Terms: https://koinonlink.com/for-ai