Development

We design and build AI systems, from document search and agent teams to web apps and APIs that connect to what you run, with tests and handover documents.

AI AgentEngineeringArchitecture
The problem

No off-the-shelf product fits your specific problem.

The outcome

A system built around your team's real work, measured, and maintainable by your team.

Where AI comes in

We set metrics and a test set of questions before writing code, so whether the AI is good enough is a number, not a feeling.

What the service covers

Document search (RAG)

Answers from your documents, with citations and per-document access.

Agent teams

Multi-step work, with human approval where it matters.

Web apps and APIs

Interfaces people use, and APIs for other systems.

Integrations

ERP, CRM, document systems, LINE and email.

Evaluation suites

Answer accuracy measured before every change.

Automated tests and CI/CD

Testing and deployment run automatically.

How we work

What you receive
  • Source code you own
  • Architecture documents
  • Test suites and results
  • Runbook for the operating team
Yours to run
  1. Define the problem and metricsThe work, the users and the bar for success
  2. Design the architectureData, integrations, access and deployment
  3. Build in short cyclesA demo every cycle, adjusted from user feedback
  4. Test with real users and hand overMeasured against the bar, then handed over with documents

Who it is for

Organizations with a specific problem

Work packaged software does not fit.

Teams with a pilot

You need to take it to production.

Units connecting several systems

Data and steps live in many places.

Measured

What we measure with you

Targets are agreed during Discovery, and real results are reported after the pilot.

  • KPI 1Answer accuracy
  • KPI 2Adoption
  • KPI 3Time saved per task
Questions?Wehaveanswers.

Find out how ready you are for AI

Answer 13 questions in about 5 minutes. You get a readiness score across 6 areas and a first scope to start from.

Assess your AI readiness