Production AI · design, build, harden

We design, build, and ship governed production AI.

Whether you are starting from an idea or a stalled pilot, we design, build, and harden AI systems end to end, then hand over an Approval Evidence Pack your reviewers can sign off on.

↳ Based in Ho Chi Minh City · working with teams worldwide
dedicated support for SEA & Oceania

Approval Evidence PackSIGNED-OFF

E-01Risk register ranked by launch impact

E-02Evaluation results and regression coverage

E-03Control map with policy tests and audit trails

E-04Threat model and incident paths

E-05Runbooks and operating ownership

01 — Services

Five capabilities. Nothing cookie-cutter.

Managed cloud service or custom build, chosen by fit and proven with measurable evaluation.

AI Agents

Production agent systems, measured and observable.

MCP integration and tool permissioning

Evaluation suites and regression testing

Tracing, observability, and cost attribution

6–12 WKS 02

Cowork & AI Tools

AI tooling rolled out, connected, and governed, with usage observability.

Tool selection, governance, and rollout

Custom plugins, agents, and MCP connectors

Usage observability and team training

2–6 WKS 03

Zero Trust Architecture

Zero trust designed for your estate, not a template.

Identity-aware access and policy enforcement

Tool, model, secret, and data-boundary controls

Threat models, audit trails, and incident paths

6–14 WKS 04

Knowledge Bases: RAG & GraphRAG

Retrieval scored with hit@k, nDCG, and F1β.

Cloud-managed or custom ingestion and retrieval pipelines

ACL-aware retrieval, citations, and freshness

Scored evaluation: hit@k, nDCG, F1β, answer faithfulness

4–10 WKS 05

OCR & Document Extraction

Cloud provider or custom, validated against your ground truth.

Cloud-provider or custom extraction pipelines

Field, key-value, and table extraction with validation rules

Accuracy evaluation against your ground truth

2–6 WKS

02 — How we work

Review first. Build end to end. Hand it over.

Every engagement follows the same flow, whether it ends in a two-week review or a full build. The review has a fixed scope and starts at US$4,900, so billing never runs open-ended.

Learn about the engagement flow

03 — Proof of work

Systems we can point to.

All patterns

Pattern · Agent behavior and cost

Agent Evaluation & Tracing Harness

A pattern for scoring agent behavior before and after every change: task success, tool-call accuracy, regression cases from real transcripts, and per-task tracing with cost attribution.

Pattern · RAG and GraphRAG quality

Retrieval Evaluation Harness

A pattern for measuring answer faithfulness, source coverage, citation quality, and retrieval drift.

Pattern · Policy and routing

Secure AI Gateway Pattern

A LiteLLM-style control layer for provider routing, budgets, audit logs, tenant policies, and fallbacks.

Principle 01

Approval first

We start from what engineering, security, and compliance need before they can say yes, then work backward.

Principle 02

Controls made concrete

Risks become implemented safeguards, test evidence, owners, and operating procedures.

Principle 03

Handoff over dependency

Your team leaves with code, decisions, runbooks, and the knowledge to operate the system.

What is blocking your AI system from production?

Bring an idea, a pilot, or a launch plan. We will help you find the shortest credible path to production, whether that is a fixed-scope review or a full end-to-end build. Reviews start at US$4,900.