2026 / Free online book · The AI-Native Canon
Revenue, Re-Engineered
What a CRO sees that a CTO can't
Access
Free
Chapters
8
Read time
30 min
Alpesh Nakrani
CRO at Devlyn · former CTO & COO
From the engineering seat AI is a capability; from the revenue seat it is a business model in flux. The view from where the two meet.
This edition is free to read onsite. Each chapter has its own URL, so readers can bookmark, share, and return to the exact section they need.
Table of contents
FM Front Matter: Revenue, Re-Engineered What a CRO sees that a CTO can't 3 min 01 The Demo Was Not the Deal The demo won the room. The assistant read the customer's website, drafted an account plan, produced a qualification summary, and recommended a next step. 4 min 02 What Customers Buy When Software Performs Work In the SaaS era, the customer bought access: seats, modules, storage, API calls, dashboards, workflows. In the AI-native era, the customer increasingly asks whether the software performed a job. 3 min 03 The REV-AI Framework The pricing meeting had too many opinions. Product wanted usage pricing. 3 min 04 Choosing the Value Metric The company priced by document page because pages were easy to count. Customers hated it. 3 min 05 Pilots That Produce Evidence, Not Theatre The pilot had twenty users, glowing quotes, and no baseline. Sales called it successful. 3 min 06 Pricing, Margin, and Cost-to-Serve Math The company celebrated usage growth until finance showed the gross margin curve. The biggest customers were also the least profitable because their workflows triggered long prompts, expensive model calls, and human escalation. 3 min 07 CRO/CTO Alignment and Commercial Risk Sales promised autonomous resolution. Engineering had built assisted drafting. 3 min 08 Renewal, Expansion, and the AI Revenue Flywheel The renewal did not depend on whether the customer remembered the demo. 3 min END Conclusion: Closing Note AI-native revenue is not a clever pricing page. It is the alignment of work performed, proof created, cost incurred, risk accepted, and value captured. 2 min