# Mandaa🎀 (@ceomanda) on tiktok

- id: koinon:creator:tiktok_ceomanda
- url: https://koinonlink.com/kol/tiktok/ceomanda
- schema_version: 1.3

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

## Reach
- followers: 1054310
- following: 449
- posts_total: 576
- posts_observed: 2
- verified: false
- size_tier: kol

## 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
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: Modest fashion and abaya/hijab drops, Relationship drama series (Snaked episodes, wife dynamics), Islamic reminders and salah, Personal lifestyle, travel, and makeup routines, Motivational and faith-based quotes
- bio: ٱلْحَمْدُ لِلَّٰهِ
  Shop  @sooroyalty 💕🛍️
Instagram @yrmanda.a
FL🌴

## Audience (inferred)
- status: present
- description: Young Muslim women following modest fashion, relationship drama series, and faith-based lifestyle content
- roles: consumer
- seniority: consumer
- pain_points: Finding stylish and affordable modest clothing like abayas and hijabs, Navigating trust issues and drama in relationships or marriages, Balancing religious practices with modern social trends, Building personal style and confidence while staying modest
- posts_analysed: 100
- confidence: 0.9

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

## Quality signals
- authenticity_score: 66
- authenticity_basis: profile_shape_only
- credibility_score: 66
- 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_ceomanda#764ff003] Oh yeah he think its a game 😒 im coming for her!! (https://www.tiktok.com/@ceomanda)
- [tiktok_ceomanda#b517731b] original sound - ceomanda
- [tiktok_ceomanda#0e57518d] Check out Mandaa🎀’s video! #TikTok >
- [tiktok_ceomanda#6b7e645e] Search:
- [tiktok_ceomanda#0de9529a] why my husband tell me he want a second wife
- [tiktok_ceomanda#323418e6] Islam has no color stay true to u Allah will accept u always
- [tiktok_ceomanda#97122d5b] khalid ibn walid descendants
- [tiktok_ceomanda#6f82680f] Give them something positive to talk about 😝

## 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=32, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=32, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=32, 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=43, 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=0, 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=43, 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=43, method=platform_profile

## Freshness
- profile_checked_days_ago: 43
- content_analysed_days_ago: 0
- audience_updated_days_ago: 32

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