Systems grounded in your sources, wired into your tools, that stop at a human when the decision calls for one.
Five building blocks. The process decides which ones, never the other way round.
Answer from your documents and internal systems, cite the source, and stay quiet when it is not enough.
Split a long job across specialised components that research, decide, act and check the result.
For what text alone cannot handle: reading image-based documents, searching a visual catalogue in plain language.
Hosting is chosen for the sensitivity of the data and what your team can run, never for a preferred vendor.
The gap between a demo and a system you can rely on is decided almost entirely here.
Not slides. Real data, real users, real failure cases.
A system that ingests documents, SharePoint content and web pages, then retrieves the relevant passage along with the one before it and the one after. Deployed on e-commerce product questions and first-level legal research.
A chat adviser that understands a sentence or a photo, and finds the item in a catalogue with no text in it. The images are captioned automatically, and the search runs against those captions.
Four specialised agents pass the work between them, and the gap between the draft and what was actually sent is what the system learns from. The setting was outbound sales; the architecture fits anywhere an action needs approval before it goes out.
This work predates the company: a previous role, and products we built ourselves. It is not client work delivered here.
One of us brings five years of software development, two of them full time on document retrieval systems in production. He has built two AI products end to end, one of them public and open source.
The other brings fifteen years of selling and deploying enterprise software across Europe, Asia and the United States, now applied to AI workflows.
No juniors, no subcontractors, no handover to an account manager in month three. You get both founders, from the diagnostic through to delivery.
One of the three is public and open to inspection. Check it rather than take our word for it.