Insights & Essays.
Field notes for CTOs and principal engineers: what shipped, what failed, and how to staff the next AI program. Depth first — no vendor recap.
Latest Articles
VMO vs PMO: Turning Delivery Offices into Value Management Engines
Discover why traditional RAG dashboards are dying and how leading enterprises replace delivery-focused PMOs with Value Management Offices (VMOs) to govern...
Predictive Project Management: Re-Engineering PMOs with Real-Time Risk Analytics in 2026
Master predictive project management. Re-engineer PMOs with real-time risk analytics, Monte Carlo timeline modeling, and automated Git/Jira telemetry.
Re-Defining Productivity: Project Metrics for Teams Where AI Writes 70% of Code
Traditional dev metrics fail when AI writes most of your code.
External Standards & Publications
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What is “Re-Defining Productivity” about?
Traditional dev metrics fail when AI writes most of your code.
Who wrote this article and when was it published?
Written by Vatsal Shah, an AI Leader and Solution Architect based in Ahmedabad, India, and published on July 10, 2026. Reading time is 21 min read. It is filed under Engineering Leadership.
How can I apply this in my own organization?
Use the sections of this article as a working checklist, adapt each step to your platform and risk profile, and record the decisions you make. To discuss Re-Defining Productivity for your team, request a briefing at https://shahvatsal.com/contact.