Most AI + ERP integrations fail in production not because the AI model is weak, but because there is...
Most AI + ERP integrations fail in production not because the AI model is weak, but because there is no validation layer between the LLM output and the database.
Raw AI responses should never go directly into ERP fields.
Structure
The demo problem: AI works perfectly in a controlled example
The production problem: real data is messy and LLM output is unpredictable
Most AI + ERP demos start with the same pattern: Connect an LLM to a database. Show it the...
Most production AI agents don't fail because the model is bad. They fail because the infrastructure...
Six months ago I started running every non-trivial piece of code through AI before it shipped. Not...
*We have all sat in that exact boardroom * The lights are dimmed, a glossy new AI dashboard is...
Your team builds an AI agent. It connects to your data warehouse. A product manager types "What was...
AI fails in production when business context is stale, noisy, or conflicting. Learn how teams fix context gaps with fast…
