# Aji Prakoso (@jipraks) on threads

- id: koinon:creator:threads_jipraks
- url: https://koinonlink.com/kol/threads/jipraks
- schema_version: 1.4

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

## Reach
- followers: 4133
- posts_observed: 1
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03145
- best_post_interactions: 130
- 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: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Affordable SaaS for small businesses, Cloud cost management, Indonesian UMKM tech tools, POS and cashier software alternatives, QRIS payment integration, Tencent Cloud usage and savings
- bio: 10+ YoE building software.
Now mostly pressing Cmd + Enter on Claude Code.
Somehow, things still ship.

## Audience (inferred)
- status: present
- description: Indonesian small business owners (UMKM) and tech-savvy entrepreneurs looking for affordable software solutions and cloud cost optimization
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to afford monthly SaaS subscription fees for basic business tools, Facing high cloud computing costs that impact their operating budget, Lacking technical resources to build or maintain custom software like POS systems, Need reliable, low-cost digital tools to manage daily operations without overcommitting financially
- posts_analysed: 4
- 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: 69
- authenticity_basis: engagement_observed
- credibility_score: 69
- flagged_for_review: false
- koinon_bd_grade: A — 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_jipraks#d4bc4687] Dear Threads, Pertemukan aku dengan para UMKM yang butuh aplikasi kasir atau POS tapi belum ada budget untuk bayar langganan bulanan. Nih pakai @freekasircom , aplikasi kasir gratis tanpa batasan transaksi, produk, pelanggan dan batasan lainnya. Datanya juga 100% offline. Jadi le (https://www.threads.com/@jipraks/post/DIwM797Pp4R)
- [threads_jipraks#f95abb8e] Di @sumopodcloud sekarang bisa topup saldo Tencent Cloud pakai QRIS dan bonus 10% 🔥 Sebagai user Tencent yang saat ini monthly cost nya $180-an, dengan fitur cloud payment dari Sumopod ini berasa reduce cost 10% sih + gak perlu bayar pakai debit / credit card lagi. In this econo
- [threads_jipraks#2a6b1577] Momen mengerikan di bengkel motor 🫣 Ketika si Mont

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 21

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