Case · AI & documents
AI that reads your documents, and shows its sources
ReportAnalyzer is our own RAG platform for annual reports, papers and long reports. The main design goal: no answer without a source you can check.

The challenge
General chatbots answer questions about documents fluently, but sometimes invent figures or sources. For accountants, analysts and consultants that’s useless: every answer has to be traceable to the document itself.
What we built
- Documents are processed keeping structure, tables and page numbers
- Answers quote verbatim, with page numbers
- An AnswerGuard checks every quote against the source and refuses to answer if it doesn’t match
- Automatic extraction of fixed data points, such as FTE and sustainability targets
- Local-first: can run entirely on your own hardware, with no data going to the cloud
Result
- Quotes checked against the source
- Page-level references
- Design recorded in 18 architecture decision records (ADRs)
Sound familiar?
Familiar to anyone who reads a lot and can’t afford to miss things: accountants, consultancies and engineering firms, lawyers, insurers, researchers. We connect this approach to your documents and systems, on your hardware or in the EU.
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