Retrieval-augmented generation improves answer quality by grounding responses in your documents. Production RAG also needs guardrails, observability, and UX that sets user expectations.
Chunking and metadata matter
Structure content with headings and metadata filters so retrieval respects roles, products, or regions. Re-ranking can improve precision for support use cases.
Always cite sources when possible
Citations reduce hallucination risk and help agents verify answers. UI should make sources easy to open.
Log prompts and feedback
Capture thumbs up/down and escalation events. Run periodic evals when you change models or content.
Plan for human handoff
When confidence is low, route to a human with context attached. Your copilot should accelerate agents—not replace accountability.
We integrate AI into existing SaaS products with these patterns baked in from sprint one.