# Ratu_book (@ratu_book) on tiktok

- id: koinon:creator:tiktok_ratu_book
- url: https://koinonlink.com/kol/tiktok/ratu_book
- schema_version: 1.4

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

## Reach
- followers: 44372
- following: 4
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.75
- category_source: derived_from_discovery_path
- topics: Traction/EOS untuk membangun sistem bisnis, AI automation untuk operasional bisnis, Ringkasan buku bisnis dan leadership, Scaling bisnis tanpa bergantung owner, Teknik negosiasi dan komunikasi

## Audience (inferred)
- status: present
- description: Pemilik usaha kecil-menengah di Indonesia yang ingin scale bisnis tanpa bergantung pada owner
- roles: automation
- seniority: decision_maker
- pain_points: Bisnis terlalu bergantung pada owner sehingga sulit berkembang saat owner tidak ada, Tugas berulang masih dikerjakan manual dan memakan waktu, Sulit membangun sistem, proses, dan delegasi yang konsisten, Kesulitan memahami laporan keuangan dan menghindari perang harga
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 52
- authenticity_basis: profile_shape_only
- credibility_score: 52
- flagged_for_review: false
- koinon_bd_grade: B — 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_ratu_book#4209429b] Kalau bisnis selalu berhenti saat owner tidak ada, mungkin yang kurang bukan kerja keras, tetapi sistem. Buku Traction menjelaskan kerangka praktis untuk membantu pengusaha membangun bisnis yang lebih terstruktur dan tidak selalu bergantung pada satu orang. Cocok untuk Anda yang  (https://www.tiktok.com/@ratu_book)
- [tiktok_ratu_book#a2f94b14] Epic Inspiring
- [tiktok_ratu_book#425caa7e] It is a becoming a big trend on TikTok now! Click here: traction
- [tiktok_ratu_book#d9aa0a84] Check out RatuBook’s video! #TikTok >
- [tiktok_ratu_book#d4a249c4] Banyak orang mengira presentasi yang bagus hanya soal percaya diri. Padahal, cara menyampaikan ide juga sangat menentukan. Talk Like TED membahas pola yang digunakan para pembicara terbaik dunia agar presentasi lebih menarik, mudah dipahami, dan berkesa

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=71, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

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