Models that know your business, and can prove it.
We make models useful on your data: retrieval pipelines that ground answers in your documents, fine tuning where it pays off, and evaluation so you can trust what goes live. We also train your teams to work with AI confidently.
The problems we’re usually brought in to solve.
Made up answers
Generic models invent facts because they do not have your context.
Knowledge trapped in documents
Policies, research and records sit in PDFs that nobody can search properly.
No way to measure quality
Teams cannot tell whether a model is improving or quietly getting worse.
Capabilities, ready to put to work.
RAG & GraphRAG
Grounded retrieval over your knowledge with citations, using Pinecone or pgvector.
LoRA fine tuning
Models tuned to your domain for tone, format and specialist vocabulary.
Vision & video analysis
ID and document reading, interview and video scoring, image understanding.
NLP & sentiment
Classification, extraction and sentiment at scale across text and speech.
Evaluation & guardrails
Test suites, red teaming and monitoring for accuracy, safety and drift.
Team training
Hands on workshops so your people can build and operate AI responsibly.
Where we’ve done this before.
How a project with us runs.
Discovery call
30 minutes to map one workflow, the data behind it and what success looks like.
Working prototype
Within weeks, not quarters: a clickable prototype running on your real use case and data.
Build in sprints
Short cycles with working software at every step, with security and approvals built in.
Run & improve
We deploy, monitor and keep improving the system, or hand it over cleanly to your team.
Good questions.
A chatbot answers questions. An agentic system takes action: it reads documents, uses your tools and databases, makes decisions within rules you set, and passes work between specialised agents. Think of it as a digital team that completes a whole workflow, with people approving the steps that matter.
Pick one workflow. See a working prototype.
Book a 30 minute call. We’ll map one process, show you what an agent could take off your team’s plate, and send you a written plan. No obligation.