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Answers grounded in your own content.
A language model on its own will be confidently wrong about your business. Connected properly to your documents, tickets and databases, it becomes the fastest way your team finds anything.
Book a consultationWhat this looks like
Four things we are usually asked for. Most engagements combine two or three of them.
Retrieval-augmented generation
Chunking, embedding and retrieval tuned to your document types, so the model answers from your content instead of its training data.
Internal copilots
Assistants for support, sales and operations teams that cite their sources and say when they do not know.
Document intelligence
Summarisation, classification and extraction across contracts, reports and correspondence at volume.
Cost and latency control
Model routing, caching and prompt compression that keep the per-query cost predictable as usage grows.
How an engagement runs
The same four stages on every project, whether it runs six weeks or six months.
Discovery
A two-week sprint with your team to map the problem, audit the data, and work out whether this is worth building at all.
Scope and estimate
A written plan with what we will build, what we will not, the timeline, and what it costs. No deck, no retainer trap.
Build
Two-week iterations with a working demo at the end of each. You see progress in the product, not in a status report.
Handover
Documentation, a walkthrough, retraining and deploy scripts, and a support window while your team takes over.
What clients get out of it
Figures from real engagements. We will walk you through the full context on a call.
Every response links to the source passage it was drawn from.
Typical saving from routing simple queries to a smaller model.
Retrieval quality measured on a fixed question set, not on vibes.
Tools we work with
We pick from these based on what you already run. Nothing here is mandatory.
- RAG
- Embeddings
- pgvector
- Pinecone
- Fine-tuning
- Prompt evaluation
- Semantic caching
Related services
Tell us what you are building.
Send a few lines about the project. You will get a reply from an engineer within two working days.