Most organisations already know the answer - it is just buried in a shared drive, a wiki page, an old email thread or a database nobody remembers. We build copilots on retrieval-augmented generation (RAG): the copilot finds the passages that matter in your own content and writes an answer grounded in them, citing its sources, honouring each user's access rights and keeping your data private.
Each reply links to the passages it was built from, so anyone can check it in one click.
People only get answers drawn from material they are already cleared to read.
We connect PDFs, Word files, SharePoint, Google Drive, Confluence, Notion, websites, databases and ticketing tools.
Speak to an Engineer
Ask in everyday language and get the answer that fits the meaning of the question - not just the pages that share a keyword.
Talk It Through
Scheduled syncing keeps the copilot up to date whenever documents or policies change.
Talk It Through
An internal copilot that answers HR, IT and operations questions straight from current policy, so support teams field fewer repeat tickets.
A copilot that gives service staff and customers precise, cited answers pulled from product manuals, FAQs and past case notes.
A copilot that lets students, lecturers and researchers query course materials, publications and institutional records safely.
We identify the sources that matter, who will use the copilot and the questions it must handle well.
We parse, split and index your content under strict access controls so the right passage is always found.
We build the retrieval pipeline, answer generation, citations and the interface your people will use.
We launch, score answer quality and keep tuning retrieval and responses over time.
Engineering Practices
Sectors We Serve
Built From Scratch, For You
Agents That Act
Prove the idea on your own data before you commit to a full build.
Opportunity-mapping workshop
Working prototype on a data sample
Frank feasibility and payback review
Plan for going live
A hardened, production-grade system connected to your software.
Design and build from start to finish
Connectors to your apps and records
Evaluation suites and safety limits
Launch, documentation and handover
Ongoing tuning, monitoring and engineering support as usage grows.
Monitoring and accuracy tuning
Model and prompt refreshes
New capabilities and use cases
Fast-lane engineering support
Case studies that show our methods applied to real problems.
Aspect-by-aspect sentiment and emotion from customer feedback, delivered as dashboards.
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Highlights probable conditions in X-rays and scans and shows clinicians the evidence behind each finding.
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Webcam proctoring that flags suspicious behaviour live and reports with evidence.
Read case study →Field notes from our engineers on shipping AI that holds up.