All scenarios
Scenarios
Adding AI to an existing system
“Can you add AI to our existing platform?”
Our take
AI bolted onto an existing system usually fails at the integration layer, not the model. We start by auditing your data and APIs, then add AI where it improves speed, accuracy or decisions — with human review where the stakes demand it.
What we’d build
An integration and data audit
A clean API layer around your existing core
AI features with human-in-the-loop controls
Where AI helps
- Retrieval over your internal docs and data
- Decision support with an audit trail
- Turning unstructured input into structured records
How we’d phase it
1. Audit data + APIs2. Build the integration layer3. Ship AI features with review
What we’d avoid
A chatbot over bad data. Bad retrieval just gets you to the wrong answer faster.
Book an AI readiness audit
Talk to us about this scenario — we’ll bring the architecture.