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Insights for Engineering Excellence

When AI Frees Capacity and Output Stays Exactly Flat
August 28, 2026

When AI Frees Capacity and Output Stays Exactly Flat

AI freed capacity, delivery stayed flat. The demand-side leak is invisible to cycle time and DORA metrics — here's what to measure to catch it.

AI freed capacity, delivery stayed flat. The demand-side leak is invisible to cycle time and DORA metrics — here's what to measure to catch it.

Where AI Productivity Gains Leak: 15 Engineering Leaders
August 27, 2026

Where AI Productivity Gains Leak: 15 Engineering Leaders

We asked 15 engineering leaders where AI gains disappear. Review, requirements, QA, demand — the bottleneck doesn't vanish, it moves somewhere different.

We asked 15 engineering leaders where AI gains disappear. Review, requirements, QA, demand — the bottleneck doesn't vanish, it moves somewhere different.