AI transformation · B2B SaaS · 2025–2026
Changing the organisation so the agents pay off.
In spring 2026 a B2B SaaS company with ~100 engineers set out to deliver much more, much faster with AI agents. The bet: the organisation has to change first, or the agents won't pay off. Four structural changes followed.
Product epic cycle time, days
- 43% → 78%
- of product epics inside the 30-day target
- 28% → 22%
- bug fixes in merged changes, while changes doubled
- 2 → ≈52
- AI-native engineers of ~100, Apr → Jul 2026












