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.

Estimated at 50K queries/month

Long-Context$1,011/mo

RAG$1,348/mo

Fine-Tuning$1,602/mo

Hybrid / RAFT$2,309/mo

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.

Financial Analysis Assistantのデフォルトで事前入力された9つの質問に答えて、決定論的なアーキテクチャ推奨、コスト・クロスオーバー・チャート、8ページのPDFレポートを取得してください。