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How is RAG used in finance?
Short answer
In finance, RAG lets teams ask questions of statements, filings, policies and contracts and get answers with sources. The key requirements are exact numbers, protection of account details and a clear trail from every answer to its document.
With troveGEN
troveGEN is tuned for finance documents: statements you can search and total exactly, filings that stay in context, and account details protected before indexing.
Where it helps
- Analysts querying annual reports and filings across many companies.
- Operations and compliance teams searching internal policies and procedures.
- Finance staff finding and totalling transactions across statements.
- Support teams answering product and fee questions from current documents.
- Reviewing loan, insurance and fund documents against standard terms.
What finance needs from RAG
Numbers must be exact, so totals should be computed from tables, not generated by a language model. Account numbers and similar identifiers must be protected before indexing. Answers must cite the page they came from, and access must follow who is allowed to see which client or department.
Risks to manage
A confident wrong figure is worse than no answer, so systems should refuse when unsure. Tables flattened by poor parsing produce misleading numbers. Outdated documents can be retrieved unless old versions are superseded. This is general information and not financial or legal advice.
Key takeaways
- Finance RAG depends on exact figures, protected identifiers and traceable sources.
- Compute totals from tables rather than asking a model to add.
- Refuse when the documents do not support an answer.
How troveGEN helps with RAG in finance
troveGEN is tuned for finance documents such as statements and filings, protects account identifiers before indexing, supports exact calculation over tables, and shows the source of every answer. See the industries page for the documents it works with.
What troveGEN provides
- Bank statements, annual reports, invoices, factsheets, policies and loan documents
- Exact totals computed from tables, not generated
- Account identifiers tokenized before indexing
- Answers that cite the page they came from
- Reports and filings gathered from the web with their PDFs
Frequently asked questions
Can RAG add up my bank statement?
A good system extracts the transactions into a table and calculates the total exactly, rather than relying on a model's arithmetic.
Is it safe for account numbers?
Only if sensitive identifiers are detected and protected before indexing, with access controls on top.
Does it replace analysts?
No. It speeds up finding and checking information; judgment stays with people.
How does troveGEN help with RAG in finance?
troveGEN is tuned for finance documents: statements you can search and total exactly, filings that stay in context, and account details protected before indexing. It provides: Bank statements, annual reports, invoices, factsheets, policies and loan documents; Exact totals computed from tables, not generated; Account identifiers tokenized before indexing; Answers that cite the page they came from; Reports and filings gathered from the web with their PDFs.