# root.user (@galuhaditama) on threads

- id: koinon:creator:threads_galuhaditama
- url: https://koinonlink.com/kol/threads/galuhaditama
- schema_version: 1.4

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

## Reach
- followers: 4451
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01977
- best_post_interactions: 88
- 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: ecommerce
- subcategory: marketplace
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Meta & Google ads optimization for online stores, Affiliate and digital marketing tactics, Shopee vs TikTok Shop buyer behavior differences, Premium branding requirements before premium pricing, Marketing cost realities for brand owners
- bio: 🔹Founder
🔹CMO
Strategy | Growth Hacker | Taste.
Living between meetings & meals

## Audience (inferred)
- status: present
- description: E-commerce brand owners and marketplace sellers (Shopee/TikTok) doing their own digital marketing, ads, and growth in Indonesia
- roles: ecom_ops
- seniority: decision_maker
- pain_points: Marketing & branding costs far exceeding production costs leading to thin margins, Premium-priced products becoming dead stock due to insufficient marketing budget, Not understanding platform-specific buyer behavior (price comparison on Shopee vs impulse on TikTok), Learning Meta/Google ads and affiliate optimization without paying for courses
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 47
- authenticity_basis: engagement_observed
- credibility_score: 47
- 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
- [threads_galuhaditama#fdb44942] Gua ngajar, cara optimasi toko online, Affiliate, digital marketing, meta & google ads gratis, di musuhin sama yang buka kelas 😛 (https://www.threads.com/@galuhaditama/post/DXvEsj2Dyje)
- [threads_galuhaditama#1851370f] Meta ngeluarin aplikasi e-commerce seller, Kayanya tiktok sama shopee, harus siap2 bakar uang lagi🤣
- [threads_galuhaditama#128fb4ae] Jangan jual produk premium kalau belum siap membangun brand premium. Harga produk premium, budget marketing ga ada, akhirnya jadi dead stok di gudang
- [threads_galuhaditama#bf0374ee] Brand owner harus sadar. Dalam banyak bisnis, biaya marketing dan branding bisa jauh lebih mahal daripada biaya produksi. Karena membuat produk itu mudah. Membuat orang mengenal, percaya, dan memilih brand-mu berkali-kali adalah investasi yang sesungguhnya.
- [threads_galuhaditama#4bbff35b] Brand owner marketplace wajib tau!! Di Shopee, pembeli sering membandingkan harga Di TikTok, pembeli sering membeli karena tertarik Implikasinya : Shopee : fokus value, promo, dan review TikTok : fokus problem solving dan demo produk dan cara jualnya

## 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=120, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 8
- 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_galuhaditama
- Request removal: https://koinonlink.com/claim?k=threads_galuhaditama
- Terms: https://koinonlink.com/for-ai