Aidena

— AI STACK RECOMMENDATION

AI Legal Research & Brief Drafting Stack

End-to-end legal research assistant combining web search for case precedents, document processing for brief analysis, and LLM-powered drafting with RAG for precedent retrieval and citation management.

Stays alive for 365 days after the last visit.

Legal & HR

AI Legal Research & Brief Drafting Stack

End-to-end legal research assistant combining web search for case precedents, document processing for brief analysis, and LLM-powered drafting with RAG for precedent retrieval and citation management.

high confidence

Core Stack ℹ︎

Claude Opus 4

Primary

Superior reasoning and legal analysis capabilities for complex case interpretation, brief drafting, and precedent synthesis. Top performance on nuanced legal writing tasks.

$0.015/1K tokens

Firecrawl

Primary

Scrapes legal databases and court websites to extract case text, citations, and precedent information. Handles JavaScript-rendered legal portals and returns clean, LLM-ready markdown for analysis.

$0-$99/month

Chroma

Primary

Vector database for storing and retrieving case precedents, statutes, and prior briefs. Enables semantic search across legal documents for relevant precedent discovery.

$0/month

Complete the Stack ℹ︎

AWS Textract

Alternative

Extracts structured text from scanned court documents, PDFs, and legal filings. Handles complex layouts with tables and forms common in legal documents.

$1.5/1K pages

Braintrust

Alternative

Evaluate brief quality, citation accuracy, and legal reasoning. Track prompt versions for different brief types (motions, appeals, complaints) with automated scoring.

$0-$299/month

Dify

Alternative

Visual workflow builder for orchestrating research → analysis → drafting pipeline. Integrates web search, document processing, and LLM calls with built-in observability for production deployment.

$0-$99/month

Getting started

  1. 1Set up Chroma vector database and ingest legal precedents via web scraping with Firecrawl.
  2. 2Create RAG pipeline: user query → semantic search in Chroma → retrieve top precedents → Claude Opus synthesizes brief.
  3. 3Use AWS Textract to process uploaded court documents and extract case details.
  4. 4Build Dify workflow connecting Firecrawl (live case search) → Chroma (precedent retrieval) → Claude Opus (brief generation).
  5. 5Implement Braintrust evaluation to score brief quality, citation accuracy, and legal reasoning across different brief types.
  6. 6Deploy via Dify's built-in hosting or self-host on AWS/GCP with auto-scaling for concurrent research requests.
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