# Wambui Maing(Mama Girls ❤️❤️) (@wambuimaingi) on threads

- id: koinon:creator:threads_wambuimaingi
- url: https://koinonlink.com/kol/threads/wambuimaingi
- schema_version: 1.4

## Identity
- platform: threads
- handle: wambuimaingi
- platform_url: https://www.threads.net/@wambuimaingi
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 867
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.12457
- best_post_interactions: 108
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: lifestyle
- subcategory: parenting
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Motherhood, Self-affirmation, Personal positivity, Family celebrations
- bio: Proud Mother of 2 beautiful baby Girls <Lovette ❤
Gem >💎!!
#MamaGirls💫💫 ❤️❤

## Audience (inferred)
- status: present
- description: Mothers of young girls interested in personal lifestyle, positivity and family moments
- roles: none
- seniority: consumer
- pain_points: Balancing motherhood with personal confidence, Finding everyday peace and self-worth
- posts_analysed: 8
- confidence: 0.4

## 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: 33
- authenticity_basis: engagement_observed
- credibility_score: 33
- 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
- [threads_wambuimaingi#4037bf61] Caption>last slide 😁 Mama Girls ❤️❤️ (https://www.threads.com/@wambuimaingi/post/DaBx5yyCRix)
- [threads_wambuimaingi#338976fe] Wear your smile with confidence. ✨
- [threads_wambuimaingi#675b836e] Peace found in the sound of Waves🌊✨
- [threads_wambuimaingi#d2b50497] Mama Girls ❤️❤️
- [threads_wambuimaingi#8e84514d] Looking good, feeling even better 🥰
- [threads_wambuimaingi#e1a5ddc3] Just a girl betting on herself 😍🥰
- [threads_wambuimaingi#56691898] Beauty in the little things☺️😍
- [threads_wambuimaingi#e0c4595b] Chapter 32 ✨ begins! More wisdom, more peace, more wins🤗🥰 Happy birthday Mama Girls❤️❤️ 🥳🎉

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=119, 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=77, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

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