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{ APPLIED ENTERPRISE AI ENGINEERING & STRATEGY }

We build AI systems that survive contact with production.

A full-stack AI consultancy across engineering and business strategy. We connect your data, build the platform that stores it, turn it into insight you can act on, and apply machine learning and AI to forecast what's next and automate the work.

Request a consultationSee how we deliver
Senior-led delivery podsGoverned path to productionThai + English engagement
9Systems running live operations today
4APEC markets — Thailand, Singapore, Japan, Australia
99.98%Uptime across operated systems, trailing 12 months
38msP95 decision, median across production solvers
{ THE GAP }

Where AI programs stall

The model works in a notebook. Then it meets real data, real infrastructure, and real accountability.

Pilots that impress in demos and stall before deployment
No evaluation baseline, so nobody can say if a model is safe to ship
Data pipelines never built to feed ML in production
No clear owner for AI risk, cost, and compliance
{ OUR PROCESS }

How we deliver

Four phases, each with entry and exit criteria. Progress is measured in working systems, not slideware.

PHASE 1

Discovery

Use case, data audit, success metrics.

EXIT → scoped system design
PHASE 2

Pilot

A working model on your data, judged against baselines.

EXIT → evals pass thresholds
PHASE 3

Hardening

Integration, monitoring, rollback, cost budgets.

EXIT → readiness review
PHASE 4

Operations

Governed running system with retraining and named owners.

EXIT → handover or managed service

Operating principles

Governance & risk controlsDecision rights and release gates on every engagement.
Senior-led podsThe people who scope your system build it.
Evaluation-driven developmentIf we cannot measure it, we do not deploy it.
Foundations that outlast usPipelines and MLOps sized for your team to run without us.
{ SERVICES }

What we do

AI Strategy & GovernanceUse-case selection, risk frameworks, build-versus-buy.
Machine Learning SystemsForecasting, ranking, and decision systems in your stack.
LLM & Document IntelligenceRetrieval, Thai + English document processing, evaluated assistants.
Computer VisionInspection and monitoring on the line and on the edge.
Data Platforms & MLOpsPipelines, deployment, and monitoring your team can operate.
{ WHY NCNX }

What makes NCNX Labs different

Senior practitioners only

More than 85 percent of delivery is senior. The people who scope your system are the people who build it, with named owners and decisions made in days.

Deterministic implementation

Purpose-built frameworks that accelerate delivery and take the guesswork out of implementation.

Regional depth, global standards

Thai and English delivery, on site in Chiang Mai and Bangkok, with engineering standards set in international teams and overlap across APAC and EU hours.

{ NEXT STEPS }

Put senior AI expertise on your roadmap

Tell us about your problem. We will design the solution.

Request a consultation
Typical reply within two business days.
We welcome partnership and subcontracting opportunities.