AI-Native
engineering:
the machine does
the work. I judge it.
I'm Alpesh Nakrani, VP of Growth at ViitorCloud. I help companies go AI-Native: advising on which AI bets are real, building delivery teams that ship, and teaching teams the operating model behind it. Fourteen years building and selling software, ten as CTO and COO. I also write about all of it, in books and essays.

AI-Native is not AI-assisted. The machine does the whole job; the human's role narrows to one thing: judgment. Specifying intent, evaluating output, owning the call. Everything I write follows from that single shift.
Work with me

AI-Native
How the machine took the work and left us the judgment
For three years we called it AI-assisted and meant autocomplete with ambition. AI-Native is the harder claim: the model does the job, and the only thing left for us is judgment. This book draws the line precisely: where the machine is now doing real work, where it is not, and what an organization has to rebuild once the bottleneck moves from production to evaluation.
Selected books

AI-Native

The Judgment Economy

A Field Guide to Evals

Agents That Actually Work

The Economics of Inference
What I write about
Latest writing
The Revenue Architecture: Connecting Content, Intent, Outbound, Sales and Delivery
Growth isn't marketing plus sales bolted together. It's one architecture: content, signals, outbound, sales, and delivery, connected end to end.
AI-Native Is a Process Redesign, Not a Copilot Strategy
AI-native companies redesign how work gets done instead of adding a copilot to every role, and that redesign changes headcount, not just tools.
Your Closed-Lost Deals Are a Market Research Database
Most teams archive closed-lost deals and never look again. That data is the most honest market research you'll ever get for free.

