Insights from the Engineering Floor.

Building AI-Native Products: Lessons from 12 Months of LLM Integration

A year ago, we took on our first project where the LLM wasn't a feature — it was the product. Since then we've shipped RAG pipelines, agentic document processors, and LLM-powered workflows across half a dozen client products. Here's what we wish we'd known on day one.