Language models inside the software you already run.
GPT, Claude or Gemini wired into your product: search that understands meaning, answers with sources, summaries, drafting and structured extraction — with guardrails and evaluation.
- 01
Every claim in the answer points to a passage it came from.
- 02
Only the closest passages are used — seven retrieved, two used.
- 03
No matching source means “I don't know”, not a guess.
What's included.
We wire GPT, Claude and Gemini into the software you already have: retrieval over your knowledge (RAG), semantic search, summaries, drafting and structured extraction — with guardrails and evaluation so answers are right, not just fluent.
On every project
- A discovery call and a realistic estimate first
- Working versions on a staging link as it takes shape
- Confidentiality under NDA from day one
- Support and improvements after launch
- 01
Retrieval over your documents (RAG)
Answers grounded in your own documents, with citations your team can check.
- 02
Semantic search and summarisation
Search by meaning across your knowledge, and summaries of long material.
- 03
Prompt design, guardrails and evals
Prompts, guardrails and evaluation sets designed and tested like any other code.
- 04
Cost and latency tuning
The right model for each job, tuned for cost and speed as well as quality.
How we'd build yours.
Four stages, the same on every project — with working versions you can try along the way. How we work
- Step 1
Discover
We map your documents and the questions people actually ask of them.
- Step 2
Prototype
Retrieval running on a sample of your real knowledge, with answers you can check.
- Step 3
Build
Guardrails, citations and an evaluation set wired into the product.
- Step 4
Launch & scale
Monitoring quality and cost, and re-running evaluations when models change.
Is it a fit?
An honest check before you get in touch — we'd rather point you elsewhere than build the wrong thing.
A good fit when
- You have a lot of written knowledge
- People spend time searching or summarising
- You already have software it can live inside
Probably not when
- The answers need numbers nobody has recorded
- A simple search box would do the job
Questions people ask.
Let's build what's next.
Tell us what you need in a few lines. An engineer reads every brief and replies with questions, a plan and an estimate.
- Replies from engineers
- NDA on request
- Clients worldwide