Finance / FinTech

Financial Analysis Assistant AI Architecture

Compare RAG, fine-tuning, long-context, and hybrid approaches for financial analysis assistant at 50K queries/month.

Top approaches

#1 Best fit
Long-Context

Single-report analysis fits in context; zero infrastructure needed.

#2 Runner-up
RAG

Better for cross-report retrieval at higher volume.

#3 Alternative
Hybrid / RAFT

Adds financial terminology for advanced use cases.

Cost at typical volume

Estimated at 50K queries/month

Long-Context$1,011/mo
RAG$1,348/mo
Fine-Tuning$1,602/mo
Hybrid / RAFT$2,309/mo

Key considerations

  • 1Use prompt caching aggressively — SEC filings and earnings transcripts are long but reused across many analyst queries.
  • 2Never generate specific investment advice; include appropriate disclaimers.
  • 3Numerical accuracy is critical — validate all extracted figures against source documents.

Frequently asked questions

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Pre-fill wizard with Financial Analysis Assistant defaults →