Insights

Field notes from production AI.

Practical writing on AI architecture, security, adoption, and the patterns that separate AI that ships from AI that doesn't.

May 12, 2026·8 min read

From Pilot to Production: A 4-Pillar Framework for Enterprise AI Adoption

85% of AI projects fail at deploy. The ones that don't share a structure. This is the framework we used to take AI from experimentation to production-standard across a 400-person department — and into the rest of the organization.

FrameworkAI adoptionEnterprise AI

May 8, 2026·7 min read

12 Silent Killers of AI Agents in Production

The failure modes that don't show up in dev, don't break demos, and quietly kill agent reliability the moment real traffic hits. With concrete fixes for each.

Production AIAntipatternsAI agents

May 2, 2026·6 min read

The RaptorB Reference Architecture for Production AI

A vendor-agnostic blueprint for shipping AI in production — with the security, cost, and adoption layers most reference architectures quietly leave out.

ArchitectureProduction AIReference

Apr 29, 2026·2 min read

Welcome to RaptorB Insights

Field notes from building production AI in regulated industries — what works, what doesn't, and why most rollouts fail in the same predictable ways.

welcomeAI strategy