Instant, Cited Answers from Complex Documents
See how retrieval-augmented generation turns 200+ pages of USGA Rules into an expert assistant that cites its sources in every answer.
How It Works
Every question flows through a multi-stage pipeline designed for accuracy and transparency
Ask
User asks a natural language question about the rules. The system detects ambiguity and requests clarification when needed.
Retrieve
Hybrid search combines vector similarity with keyword matching across 469 document chunks, then a re-ranker selects the most relevant passages.
Generate
Claude synthesizes a clear answer from the retrieved rule text, structured with applicable rules, penalties, and edge cases.
Cite
Every claim is backed by specific rule numbers and direct quotes. A verification step checks that cited rules actually exist.
By the Numbers
The knowledge base behind the Rules Expert
Technology Stack
Built with best-in-class tools for every stage of the pipeline
Pinecone
Vector database with integrated embeddings for semantic search across the full rules corpus.
Claude (Anthropic)
Large language model for answer generation with citation enforcement and structured output.
Cohere Rerank
Cross-encoder re-ranking that boosts precision by reordering retrieved passages by relevance.
Next.js + Vercel
Full-stack framework with edge functions, streaming responses, and global CDN deployment.
Vercel AI SDK
Streaming chat UI with real-time token delivery and structured message transport.
Upstash Redis
Serverless rate limiting and feedback storage with zero cold-start latency.
Built for Any Domain
The same RAG architecture powers expert assistants across industries. Golf rules are just the beginning.
Legal & Regulatory
Turn dense legal codes, regulations, and compliance frameworks into instantly searchable, citable assistants.
Medical Guidelines
Help clinicians navigate clinical protocols, drug interactions, and treatment guidelines with source-backed answers.
Product Documentation
Convert technical manuals and API docs into interactive support agents that cite the exact page and section.
Financial Compliance
Navigate SOX, GDPR, PCI-DSS, and other frameworks with an AI that knows exactly which clause applies.
Technical Standards
Make ISO, NIST, IEEE, and other standards accessible through natural language queries with precise citations.
Internal Knowledge
Turn employee handbooks, SOPs, and institutional knowledge into a self-service expert your team can trust.
Want This for Your Organization?
We build custom RAG systems that turn your documents into intelligent assistants with real-time citations.