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Capabilities

AI Overview →Workflow AutomationDocument IntelligenceConversational AIRAG & Knowledge SystemsAgentic Systems

Solutions

Claims ProcessingInvoice & AP AutomationMedical RecordsCustomer Service AIFraud Detection & AML
AI & Automation

AI / Overview

AI & Automation.

Indonesian enterprises lost $2.1 billion to fraud in 2024. OJK now requires AI-powered transaction monitoring. Hospitals are racing to hit 87% EHR adoption by year-end. We help organizations move from manual review to AI-powered operations, with Bahasa-native systems, OJK-ready compliance, and production handover in six weeks, not six quarters.

AI that earns its place in production

Most AI pilots in Southeast Asia die between demo and deployment. Ours don't. We embed AI where it compounds, inside claims queues, compliance workflows, service desks, audit workpapers, patient records, invoice piles, and inside your engineering team's day. Built for Bahasa Indonesia, wired to WhatsApp, and documented for OJK, BI, UU PDP, and sector-specific regulators. No pilot purgatory. No black boxes. No six-figure discovery phases before anything ships.

$2.1B
Lost to fraud in Indonesian banking, fintech, and insurance in 2024
74%
Of Indonesian hospital leaders plan to adopt Gen AI within 18 months
16% → 87%
EHR adoption today vs. Ministry of Health 2026 target
April 2025
OJK guidance now requires AI-powered transaction monitoring for banks

How we build AI that ships

A four-phase path from problem to production, shaped by how Indonesian enterprises actually buy, pilot-heavy, audit-conscious, and relationship-led.

01

Discover

We start where the pain lives, not where the hype points. Ops interviews, workflow audits, data-availability checks, and a clear-eyed look at your regulatory surface (OJK, BI, UU PDP, BPJPH, SATUSEHAT) tell us where AI creates real leverage, and where it doesn't.

02

Pilot

Six to eight weeks, bounded scope, explicit exit criteria. We build the smallest system that can answer one question: does this work on your data, in Bahasa, inside your workflow? No open-ended research. A pilot either earns production or earns a clean no.

03

Validate

The gap between prototype and production is where most AI dies. We engineer the evaluation harness, bias testing, human-in-the-loop fallbacks, and compliance documentation audit teams can defend, aligned to OJK April 2025 guidance, UU PDP cross-border rules, and your sector's regulator.

04

Scale

Handover is a discipline, not an afterthought. Your team gets the runbook, the dashboards, the retraining cadence, and direct access to ours, until the system is fully theirs and fully yours.

What we build

Five capabilities, ordered by where Indonesian and SEA budget is actually landing in 2026.

Document Intelligence

Claims, invoices, contracts, medical records, KTP and NPWP, we turn unstructured Indonesian documents into structured, queryable, audit-grade data. Built for Bahasa layouts, multi-format files (PDF, scan, mobile photo), and regulator-ready extraction logs.

OCR & VisionBahasa Entity ExtractionClassificationValidation Logs

Conversational AI

Voice and chat interfaces that resolve, not deflect. Native WhatsApp integration, Bahasa grammar and code-switching (ID / EN / Javanese / Sundanese), grounded on your knowledge base, wired to your systems, measured on resolution, not containment.

WhatsApp-NativeBahasa + Regional NLPTool CallingEscalation Logic

Workflow Automation

The repetitive, rule-bound work that eats your team's time, extract, validate, route, notify, escalate. AI-assisted where judgment matters, deterministic where it doesn't, human-in-the-loop where the regulator or your risk appetite demands it.

Process MappingOrchestrationHuman-in-the-LoopException Handling

RAG & Knowledge Systems

Your AI with your memory. Permissioned retrieval over your documentation, policies, tickets, and data, with citations you can verify, access controls mapped to your org, and protections against hallucination in regulated contexts.

Retrieval PipelinesHybrid SearchAccess ControlsSource Citations

Agentic Systems

Agents that take action, not just answer. Multi-step workflows, tool use, self-correction, contained by evaluation harnesses, bounded by policy, observable end-to-end. For teams ready to move past Q&A into real automation.

Planner ModelsTool IntegrationEval HarnessesPolicy Guardrails

AI in action

Where our AI work has moved a number the business actually cares about.

Sprout WorkTelecom Operator · Setara

GIS intelligence that reduced decision latency by 70%

Spatial AI over infrastructure and network data replaced a multi-day manual review with real-time recommendations, powering Setara, our decision intelligence platform for telecom operations.

-70%Decision latency
Sprout WorkAgricultural Platform · Harves+

Predictive analytics that raised yield and cut waste

AI-powered soil monitoring, yield forecasting, and supply-chain orchestration for Harves+, turning field-level data into daily decisions for farmers and buyers across Indonesia.

30–50%Reported yield uplift for participating farmers
Market BenchmarkHealthcare · Ministry of Health

12 months to close a 71-point EHR gap

Indonesia's hospital EHR adoption sits at 16% today against a Ministry target of 87% by end-2026. The delta doesn't close by typing faster, it closes with medical-records AI built for Bahasa clinical documents and SATUSEHAT integration.

16% → 87%EHR adoption gap to close by end-2026

Ready to put AI to work?

Tell us the workflow that hurts most, the claim queue, the service desk, the compliance report, the document pile. We'll scope a six-week pilot with honest exit criteria and pricing that scales to the size of the problem, not the size of your org chart.

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