# 🛒✨DailyFindsWithManda💜🛍️ (@lilmama_419) on tiktok

- id: koinon:creator:tiktok_lilmama_419
- url: https://koinonlink.com/kol/tiktok/lilmama_419
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: lilmama_419
- platform_url: https://www.tiktok.com/@lilmama_419
- website: https://linktr.ee/berberickamanda
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 13148
- following: 7578
- posts_observed: 1
- 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: lifestyle
- subcategory: fashion
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Affiliate product reviews and daily finds, Fashion and footwear recommendations, Home and cleaning convenience items, Personal cancer survivor and denture journey, Cat-related content
- bio: Hey Friends ✨ | Creator & TikTok Affiliate
✨cancer survivor• 🦷 Denture Journey* 💛
📩 [contact removed]

## Audience (inferred)
- status: present
- description: TikTok shoppers, mainly women seeking affordable everyday fashion, home goods, health items and personal lifestyle recommendations
- roles: consumer
- seniority: consumer
- pain_points: Tired of constantly buying single-use paper towels and cleaning supplies, Wanting comfortable, affordable fall clothing and cozy loungewear that looks good, Struggling to find convenient portable or on-the-go versions of daily essentials, Seeking simple health and recovery products after medical challenges
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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_lilmama_419#81ba92d1] #recovery #cancersurvivor #hodgkinslymphomaawareness #lymphoma #matsavedmylife (https://www.tiktok.com/@lilmama_419)
- [tiktok_lilmama_419#72e16ec8] Wonderful Tonight
- [tiktok_lilmama_419#abb9fc3e] It is a becoming a big trend on TikTok now! Click here: recovery
- [tiktok_lilmama_419#9585764f] Check out 🛒✨DailyFindsWithManda💜🛍️’s video! #TikTok >
- [tiktok_lilmama_419#707bee6a] Things about me
- [tiktok_lilmama_419#1ddbd4e8] ⚖️ A scale that shows way more than just your weight! The Alcedo Smart Body Fat Scale tracks BMI, body fat percentage, muscle mass & more right from the app 📲 Plus, the color-changing display makes it easy to see your weight changes at a glance. Perfect for keeping up with your 
- [tiktok_lilmama_419#58103228] Countless
- [tiktok_lilmama_419#e0c4f823] Reusable paper towels that you can wash and use again?! 🙌🧻 Perfect for spills, wiping counters, and everyday messes without constantly reaching for another r

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=72, 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=72, 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=72, 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=72, method=platform_profile

## Freshness
- profile_checked_days_ago: 72
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 10
- 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_lilmama_419
- Request removal: https://koinonlink.com/claim?k=tiktok_lilmama_419
- Terms: https://koinonlink.com/for-ai