Chosen by outcome, not by technology

Whichever job drains your team most — we start there

We begin by understanding the current workflow, data, and constraints, then propose the scope, measurement method, targets, timing, and fees for confirmation before work begins.

End-to-end AI services

Build practical AI systems, then keep them reliable

Choose the service that matches your system stage: development and integration, code and security review, or ongoing operations after launch.

Build

AI Development & System Integration

Assess workflows, data, and existing systems before building AI or automation that works with the tools your organization already uses.

Explore development services
Before launch

AI-Assisted Code Review & Security

Review AI-assisted code, vulnerabilities, dependencies, exposed secrets, and add practical checks to the development workflow.

Explore code audit
After launch

Managed AI Operations

Monitor output quality, incidents, and data changes, with a support model defined for the live system.

Explore managed operations
Context-led service areas

Pick the work you want off your team's calendar

Each item describes a potential problem, a technical approach, and what should be assessed. Actual results depend on the data, existing systems, operating environment, and confirmed scope.

Service Group

Document and visual inspection work

The work your team reads, checks, and re-keys every day — paper documents, PDFs, and camera footage from the floor.

AI Automation

Repetitive work that eats a whole department

Your team spends most of its day repeating the same steps, leaving no time for the work that actually needs judgement.

Business use case: Takes out the repetitive work someone does by hand every day, while keeping a human review point before anything is committed.
Send samples for assessment
Workflow Automation

Back-office work that piles up every month-end

Documents wait for whoever is free, hand-offs between departments get dropped, and nobody can see where things are stuck.

Business use case: Moves back-office document work off people hands, with visible status showing exactly which step each item is stuck at.
Discuss your work process
Face Recognition

Add evidence to attendance review

Staff punch in for each other, overtime does not match actual work, and there is nothing to review when it is disputed.

Business use case: Design image evidence and event history with configurable consent, access, and retention controls, subject to review by the organization's responsible teams.
Discuss time attendance
AI-OCR

Assist document preparation for accounting workflows

Your finance team may spend substantial time keying tax invoices and bills one by one, affecting the close.

Business use case: Assess printed and handwritten Thai samples, then design review points before any accounting-system integration.
Send samples for assessment
Service Group

The systems your team works in daily

When a process is scattered across spreadsheets, email, and packaged software that do not talk to each other, and nobody knows the real status.

Enterprise Systems

Stop chasing work status across spreadsheets

The process is scattered across spreadsheets, email, and packaged software that do not talk to each other, so every department reports a different number.

Business use case: Stops the monthly hand-assembly of recurring reports, with one number source across the organization.
Discuss system scope
System Integration

The specialised system off-the-shelf software cannot cover

Your process has to bend to fit packaged software, so people do extra manual work to compensate.

Business use case: Connect legacy systems, databases, and shop-floor devices — with the success metric agreed before development starts.
Discuss project scope
Service Group

Production status you find out about too late

When you learn a line stopped or defects appeared only after it is too late, with no record to review afterwards.

Computer Vision + IoT

Catch defects on the line in real time

You only find out where defects came from after QC — or after the customer does — and cannot trace the cause.

Business use case: Assess camera and sensor inspection points to help screen events for team review, after checking compatibility with on-site equipment.
Discuss line inspection
Service Group

A monthly close that may be delayed by document bottlenecks

When the close waits on someone finishing data entry, and mistakes surface only during review.

Accounting Automation

A close that no longer waits on data entry

The close waits until someone finishes keying every document, and mistakes surface only during review.

Business use case: Documents reach your existing accounting software without re-keying, with a human review point before posting.
Send samples for assessment
Start With Your Own Numbers

Not sure it pays off? Measure it against your own documents first

Send sample documents so the team can review their formats and confirm the assessment method, timing, fees, and data handling before work begins.