Blog
AI Engineering Insights
Production AI engineering - no hype, no fluff.
AI Consulting · 6 min
When NOT to Build an AI Agent
Honest scenarios where rules engines, scripts, or a focused chatbot beat a multi-agent stack - and how to protect budget before you buy the wrong AI project.
2026-07-16
AI Agents · 7 min
AI Agent vs Chatbot vs Automation: Which Do You Actually Need?
A practical decision tree for founders choosing between chatbots, workflow automation, and production AI agents - before you spend six figures on the wrong architecture.
2026-07-14
RAG · 8 min
Why RAG Systems Fail in Production (And How to Fix Them)
The five most common reasons retrieval-augmented generation projects stall after the demo - and the engineering patterns that actually work.
2025-06-15