# 📚🖤Lori🖤📚 (@inkedmamareads) on tiktok

- id: koinon:creator:tiktok_inkedmamareads
- url: https://koinonlink.com/kol/tiktok/inkedmamareads
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: inkedmamareads
- platform_url: https://www.tiktok.com/@inkedmamareads
- website: https://linktr.ee/Inkedmama007
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3596
- following: 2169
- posts_total: 1176
- posts_observed: 7
- verified: false
- size_tier: nano

## 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: edu_science
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: ARC sign-ups and early reviews for indie authors, Fantasy and dark romance book recommendations, Book club events and reading challenges, Bookish merch and small business promotions, Personal reading progress and library setups
- bio: The Plot Twist Collective Book Club 🫶
Inked & Indie LIVE host🎙️
Reading Goal 98/125 📚
Email: [contact removed] for collab & promotion requests 💌

## Audience (inferred)
- status: present
- description: TikTok BookTok readers and indie book enthusiasts, primarily women who follow fantasy/romance authors, join ARCs, and engage with bookish merch and clubs
- roles: consumer
- seniority: consumer
- pain_points: Struggling to discover quality indie fantasy/romance releases before they go mainstream, Missing out on limited ARC opportunities and early review access, Difficulty finding physical copies or merch for favorite indie titles, Feeling isolated without a community of like-minded readers for recommendations and accountability
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.4
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 33
- authenticity_basis: profile_shape_only
- 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
- [tiktok_inkedmamareads#16029ab7] To enter please do all these things: 1. Follow me 🫶 (don’t dirty delete or I’ll block you) 2. Save to favorites, repost, share to stories. (Tag me in story for an extra 1 entry) 3. Comment your top read of 2026 (I like increasing my TBR) & tag all your besties in ONE comment!  4 (https://www.tiktok.com/@inkedmamareads)
- [tiktok_inkedmamareads#f65a0177] original sound - inkedmamareads
- [tiktok_inkedmamareads#3e24b032] Calling all book lovers, join the #BookTok Post Contest from April 13th to

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=57, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 7
- 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_inkedmamareads
- Request removal: https://koinonlink.com/claim?k=tiktok_inkedmamareads
- Terms: https://koinonlink.com/for-ai