What we deliver

One engine. Defined outcomes.

We don't sell a technology list. We deliver one operational outcome at a time, built on a shared three-layer engine and priced as a fixed-scope engagement — embedded alongside your team, shipped in weeks.

What we deliver

The engine

Every engagement is delivered on a shared three-layer engine. The engine is the asset that lets us price each engagement as a defined outcome rather than a bespoke build from scratch — and the part that compounds across clients into a regional platform.

Orchestration

the control surface

Case state machines, human-in-the-loop approval gates, and immutable audit trails that satisfy PDPA processor obligations. The compliance backbone your risk and procurement teams will ask about.

  • Case state machines
  • Immutable audit logs
  • Human-in-the-loop approval gates
  • PDPA processor compliance
  • Role-based access control

Localized Ingestion

the senses

Thai, Tinglish, Bahasa, Malay, Vietnamese — text plus voice notes (ASR) plus slip / document / image OCR — turned into clean structured data. Locally-tuned models, optimized token economics, accuracy where global tools fail on regional inputs.

  • Language coverage: Thai, Tinglish, Bahasa, Malay, Vietnamese, Tagalog
  • ASR pipelines (Typhoon-class for Thai)
  • OCR for slips, documents, forms, and QR
  • Locally-tuned models for regional inputs
  • Token-optimised batching

Action Connectors

the hands

A uniform connector layer for regional rails: payment-slip verification (SlipOK, EasySlip, RDCW), messaging (LINE Official Account, WhatsApp Business), fulfillment (Flash Express, J&T, Lalamove), and secure adapters into legacy enterprise systems. New connectors plug in without touching the core.

  • Slip verification: SlipOK, EasySlip, RDCW
  • Messaging: LINE OA, WhatsApp Business, Telegram
  • Fulfillment: Flash Express, J&T, Lalamove
  • Payment rails: PromptPay, GCash, GrabPay
  • Adapters: SAP, Oracle, Salesforce, legacy SQL

How we engage

Engagement types

Discovery

2–3 weeks~$10–15k

Recommended before any Implementation. Produces a written specification, architecture, and calibrated price for the build.

  • Workflow shadowing and problem framing
  • Architecture and technical design decisions
  • PDPA assessment and compliance scoping
  • Written specification and build plan
  • Calibrated price, timeline, and scope for Implementation

Implementation

8–12 weeks$30–80k

One operational outcome delivered end-to-end on the engine, with pilot deployment and handover.

  • One operational outcome built end-to-end on the engine
  • Daily integration with your developers and domain experts
  • Weekly demos and iterative refinement of AI extraction quality
  • Security review, audit-log validation, and PDPA documentation
  • Pilot deployment, knowledge transfer, and runbook handover

Embedded retainer

Quarter+$20–30k / month

For SI partners or enterprises with steady applied-AI deal flow needing dedicated capacity.

  • Dedicated delivery capacity, reserved by the quarter
  • Operates as a delivery-capacity extension under your brand
  • Steady applied-AI deal flow across multiple outcomes
  • Co-branding available on request

All fees in USD; ranges are indicative anchors, not fixed bids. Implementation pricing is calibrated from Discovery output — exact scope, timeline, and fee are agreed at the end of Discovery, before the build starts.

Sample engagement

A 12-week Implementation

Weeks 1–2

Discovery & Design

Workflow shadowing, architecture decisions, scope finalized, PDPA assessment, sign-off on build.

Weeks 3–7

Build

Core implementation on the engine, daily integration with your team, weekly demos, iterative refinement of AI extraction quality.

Weeks 8–9

Hardening

Security review, audit-log validation, edge cases, load testing, PDPA documentation.

Weeks 10–11

Pilot

Production deployment to controlled slice, human-in-the-loop on, live monitoring, daily standups.

Week 12

Handover

Knowledge transfer, runbook, on-call handoff. 30 days post-handover hardening calls included.

Ready to scope an engagement?

The right first step is a 30-minute call. We either propose a Discovery engagement or scope directly into Implementation, depending on what's clear.

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