AI integration
We add practical AI features to your existing product and keep them reliable, safe and affordable to run.
AI features should earn their place
Adding a chatbot is easy. Adding an AI feature that is accurate, safe, fast and affordable to run is engineering. We start from the problem your users have, choose the simplest approach that works, and build it into your product so it fails gracefully.
Find where AI helps
We look at your product and your users and pick the few places where AI removes real effort. We say no to the ones where it would not.
- Use-case discovery
- Feasibility and risk check
- Cost per user estimated up front
- Success measures agreed first
Build and connect
We add the feature to your existing codebase using the APIs of the leading AI model providers, with the guardrails and fallbacks a production feature needs.
- Integration with model provider APIs
- Answers grounded in your own data
- Guardrails and fallbacks
- Clean interfaces in your existing code
Run it reliably
AI behaviour changes over time. We set up tests and monitoring so you can see quality and cost, and fix problems before users report them.
- Quality tests on real examples
- Cost and usage monitoring
- Privacy and data-handling review
- Handover and documentation
From idea to a feature users trust
Scope the use case
We define the problem, the data involved, what good looks like and what the feature may cost to run.
Build and test
We build the feature into your product and test it on real examples until it behaves the way you need.
Launch and monitor
We release it carefully, watch quality and cost, and adjust as real usage comes in.
Thinking about AI in your product? Let us look at it together.
Contact UsWhy work with MOULI
- 1
Engineering culture
We hold ourselves to high standards and do not stop at good enough.
- 2
Product mindset
We measure success by value delivered to your users, not by tasks completed.
- 3
Partnership
We work openly with you, in plain language, with regular updates.
