# Sofia Panwar (@sofiapxnwar) on tiktok

- id: koinon:creator:tiktok_sofiapxnwar
- url: https://koinonlink.com/kol/tiktok/sofiapxnwar
- schema_version: 1.4

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

## Reach
- followers: 51346
- following: 131
- posts_total: 756
- posts_observed: 2
- 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: entertainment
- subcategory: mindset
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: business owner struggles and resilience, mindset and winner mentality, women empowerment and self-love, overcoming rock bottom and starting fresh, motivation and mental health

## Audience (inferred)
- status: present
- description: Young women in their 20s interested in entrepreneurship and personal motivation
- roles: none
- seniority: learner
- pain_points: Feeling at rock bottom after business failure, Struggling with dark thoughts and mental resilience while building a business, Lack of belief from others affecting self-worth, Difficulty staying motivated during adulting and setbacks
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 61
- authenticity_basis: profile_shape_only
- credibility_score: 61
- 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_sofiapxnwar#cfd3fc38] The best twist in my story 🥹💕🤍 #fyp #businessowner #foryou #womenempowerment #motivation (https://www.tiktok.com/@sofiapxnwar)
- [tiktok_sofiapxnwar#62614478] Brunch (Lofi)
- [tiktok_sofiapxnwar#bb7f12b7] It is a becoming a big trend on TikTok now! Click here: fyp
- [tiktok_sofiapxnwar#45e5bda7] Check out Sofia Panwar’s video! #TikTok >
- [tiktok_sofiapxnwar#f15f4095] its not easy building something incredible, but it’s amazing having the right people around to blossom in something amazing 🥰🌸 #foryou #fyp #businessowner #womenempowerment
- [tiktok_sofiapxnwar#c85b92a9] agora hills
- [tiktok_sofiapxnwar#add19a6c] Agora Hills
- [tiktok_sofiapxnwar#967a0938] welcome to my business 🫶💕✨

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=61, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 12
- 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_sofiapxnwar
- Request removal: https://koinonlink.com/claim?k=tiktok_sofiapxnwar
- Terms: https://koinonlink.com/for-ai