How Are Engineering Teams Using AI After Adoption?

The Honeymoon Is Over. Welcome To The Messy Middle.

AI adoption is no longer the interesting part.

The interesting part is what happens after adoption, when real teams need to coordinate the work, share context, reuse good workflows, and explain whether AI actually improved anything.

I’m collecting input from engineers, tech leads, software architects, engineering managers, founders, and technical product people.

Survey:

https://www.surveymonkey.com/r/XVJVY3X

Takes 5-7 minutes. I’ll share anonymized takeaways after it closes.