Finatune
Finance RAG

Finance RAG

Build AI pipelines that connect language models to your financial documents — earnings calls, SEC filings, compliance documents, and research reports.

16Tools
8Guides
6Use Cases
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RAG Tools

Frameworks, embedding models, orchestration tools and finance-specific RAG solutions.

16 toolsExplore →
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RAG Guides

Step-by-step guides for building finance RAG pipelines — from fundamentals to advanced implementation.

8 guidesExplore →
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RAG Use Cases

Real-world RAG use cases for financial services — earnings calls, compliance, due diligence, and more.

6 use casesExplore →

How Finance RAG Works

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Parse Financial Documents

Extract text from complex financial PDFs, tables, and charts using LlamaParse or Unstructured.io

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Embed & Store in Vector DB

Convert documents to vectors using Voyage Finance-2 or OpenAI and store in Pinecone or Weaviate

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Retrieve & Generate Answers

Query your financial documents with Claude or GPT-4 using LangChain or LlamaIndex RAG pipelines

RAG Guides

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Beginner8 min read

What is RAG for Financial Services?

A practical introduction to Retrieval-Augmented Generation for finance professionals — what it is, why it matters, and how financial institutions use it.

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Intermediate15 min read

Building a Financial Document RAG Pipeline

Step-by-step guide to building a RAG pipeline for financial documents — from document parsing through embedding to retrieval and generation.

Read Guide →
Intermediate10 min read

Chunking Strategies for Financial Reports

How to chunk financial documents for RAG — optimal strategies for annual reports, earnings calls, regulatory filings, and research reports.

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RAG Use Cases

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Earnings Call RAG

Build a semantic search system over earnings call transcripts — extract guidance, sentiment, and key metrics from quarterly calls.

investment bankingasset managementhedge funds
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Compliance Document RAG

Build a RAG system for compliance and regulatory documents — instant answers from AML policies, KYC procedures, and regulatory filings.

bankinginsuranceasset management
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Client Portfolio RAG

Build a personalized RAG system over client portfolio documents — statements, investment policies, and suitability assessments for advisors.

wealth managementprivate bankingfamily offices
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Finatune Ecosystem

Finance RAG connects your AI to the entire Finatune ecosystem.