Evidence before confidence
RAG answers should identify the approved source behind a claim, not ask users to trust fluent text without evidence.
RAG & OCR engineering
BlueMouse.ai helps organisations turn document-heavy processes into dependable software: OCR extracts the facts, RAG finds grounded answers, and controlled AI agents move approved work forward.
We focus on the engineering between a promising prototype and a useful production system: document ingestion, validation, retrieval quality, citations, permissions, integration, human review, and deployment. We are a London-based document AI company working with organisations across the UK, on site or remotely, with private and on-premise deployment when the documents require it.
Our focus
Important knowledge is often trapped in PDFs, scans, forms, drawings, policies, and disconnected repositories. We design systems that extract that information, retrieve it with evidence, and place it inside a workflow people can inspect and control.
Engineering principles
RAG answers should identify the approved source behind a claim, not ask users to trust fluent text without evidence.
OCR output needs confidence checks, business rules, and review paths before extracted fields drive downstream decisions.
Retrieval and agent tools should preserve document access boundaries instead of creating a new route around them.
Uncertain, sensitive, or high-impact work should stop at a clear approval gate with the relevant context attached.
We define test sets and track extraction accuracy, retrieval relevance, citation quality, exceptions, latency, and cost.
A focused first use case makes it possible to prove quality and operating value before expanding the architecture.
What we deliver
Our work combines OCR and intelligent document processing, enterprise RAG development, evaluation, secure integrations, private deployment, and controlled AI-agent workflows. The architecture is selected around the use case, data boundary, review process, and measurable outcome.
Start with the documents
We will help identify what should be extracted, what should be retrieved, where people need evidence, and which actions should remain under human control.