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-Engineering the Project Manager: Moving from Tactical Task-Tracking to Strategic Design
Why tactical task-tracking PMs are obsolete in the AI era and how to transition to a strategic value chain designer and systems architect role.
Shape Up vs. Scrum in 2026: A Practitioner Verdict on Six-Week Cycles
A deep practitioner analysis comparing Basecamp's Shape Up with traditional Scrum, evaluating 6-week cycles, bet-based planning, and the transition from.
Value Stream Mapping for Software Teams: Eliminating Invisible Wait Time
Discover how Value Stream Mapping (VSM) exposes invisible queue delays.
Flow Metrics That Replace Story Points: Cycle Time, Throughput, and Lead Time
Why engineering teams are deprecating story points in 2026. Transition to Flow Metrics—Cycle Time, Throughput, Lead Time—and Monte Carlo forecasting.
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What is “Flow Metrics That Replace Story Points” about?
Why engineering teams are deprecating story points in 2026. Transition to Flow Metrics—Cycle Time, Throughput, Lead Time—and Monte Carlo forecasting.
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 22 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 Flow Metrics That Replace Story Points for your team, request a briefing at https://shahvatsal.com/contact.