FEATUREDAI · 6 MIN READAPR 28, 2026
Why pilots kill production AI
Most AI projects fail at the demo-to-production boundary. Here's how we engineer the handoff so it doesn't.
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Field-tested ideas, hard-won opinions. No thought leadership, no listicles, no SEO bait.
Most AI projects fail at the demo-to-production boundary. Here's how we engineer the handoff so it doesn't.
We have inherited seventeen backend codebases. Fourteen had the same structural problems. Here is what breaks every time and how we fix it.
The difference between an API developers adopt and one that generates support tickets is almost never the functionality. It is the design.
The most undervalued software in most companies is the software no customer ever sees. Here is what it costs you and how we fix it.
What happens when every pipeline failure is logged, classified, and learned from. Spoiler: MTTR collapses.
AI search has rewritten the rules. Most brands are still answering last quarter's question.
We've shipped twenty-six RAG systems. The ones that survived had eval harnesses on day one.