What we build · AI products

AI features built for real users.

Assistants, automation, and AI-powered features, built by a team that works with these tools every day.

Evals from day oneCost-controlledNo vendor lock-inFull source ownership

How we build with AI

01

Validate the use case

First question: does this actually need AI? If simpler technology does the job, we'll say so. The AI features worth building are the ones where a model does something rules never could.

02

Prototype against real data

A working prototype on your actual data in the first week. The only way to know an AI feature works is to run it against the real thing.

03

Build with evals

Every prompt and pipeline gets an eval suite: measurable pass/fail on real cases. When a model or prompt changes, you know within minutes whether quality dropped.

04

Guardrails and fallbacks

Cost caps, rate limits, content moderation, and graceful failure when a model is down or wrong. Reliability is designed in from the start.

05

Ship and monitor

Deployed with usage and quality dashboards, so you can see what it costs, what users ask, and where it needs improvement.

What you get

  • Working AI feature, assistant, or automation
  • Eval suite with real test cases
  • Cost monitoring and hard spending caps
  • Fallback behavior for model failures
  • Usage and quality dashboard
  • Full source code and documentation

What we work with

All major AI model providersRetrieval and search over your dataAutomation and agent pipelinesEvals and quality monitoringCloud or on-premiseYour data stays yours

Good to know

Does it actually need AI?

Some requested AI features are better served by a plain database query: cheaper, faster, and always accurate. We assess your use case in the first week and tell you which approach genuinely fits, before you pay for a build.

Standard on every engagement

Four commitments that apply to every project we take on.

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Clear scope and pricing

Scope, price, and timeline agreed in writing before work starts.

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Weekly progress demos

A working build or a clear progress report every week, throughout the project.

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Senior-reviewed code

Every line of code is reviewed by senior engineers before it ships.

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Full ownership

Code, accounts, assets, and data transfer to you on handover.

FAQ

Common questions about ai products

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