Insights
Engineering notes from the AI integration practice.
Short, opinionated essays on how to integrate AI into CRM, email, support, document, and engagement workflows — written by the engineers shipping the work.
We post when we have something specific worth saying. No SEO-bait, no AI-generated filler — if a piece of advice would not survive a senior engineering review, it does not go here.
Recent posts
-
How to stop AI cost runaway before it starts
Insights · Engineering How to stop AI cost runaway before it starts. The four failure modes that produce surprise AI bills, and the layered budget design that keeps any production agent on a fixed monthly ceiling. By Hussain, Founder · About Draft outline — founder to write. The structure below is locked. The narrative under…
-
The EU AI Act in 1,200 words for non-lawyers
Insights · Governance The EU AI Act in 1,200 words for non-lawyers. A plain-English read for VP Eng, COO, CISO, or compliance leads who need to know what the Act actually requires of a mid-market AI deployment in 2026. By Hussain, Founder · About Draft outline — founder to write. The structure below is locked.…
-
Why we ship AI integrations in 30 days, not 30 weeks
Insights · From the engineering team Why we ship AI integrations in 30 days, not 30 weeks. A short note on how we work, what we’ve learned from getting AI into production at scale, and why most AI projects fail before they ship. The default failure mode Most AI projects we get called into started…