FREE LIVE WEBINAR
Beyond the headline number: what AI is really
doing to your engineering team.
AI raised delivery. It also changed review load, ownership concentration, and where work gets stuck. Most teams are measuring the first effect and missing the rest.
TIME
12:00 PM ET
6PM CET 7PM TLV
Bring your questions, 10 minutes of live Q&A with our team.
Better decisions with confidence.
Companies that trust Pensero
Why this matters
AI is increasing delivery.
It is also changing how your team works.
Output is up almost everywhere. But the same shift quietly raises review load, concentrates ownership, and moves bottlenecks downstream, changes most teams are not measuring yet.
Review becomes the bottleneck
Code is generated faster than it can be read. Senior engineers absorb a review load that delivery dashboards never show.
Ownership
concentrates
More code flows through single-author files. Knowledge narrows even as output rises and bus-factor risk grows quietly.
Bottlenecks
just move
AI shifts the constraint downstream. The team is shipping more, but the workflow strains in places most teams are not measuring.
What we found
Delivery doubled.
Review load went up five-fold.
Across more than a million pull requests, the same pattern repeats: output climbs, but the cost lands on the people reviewing it — and on the files only one person touches.
94%
of organisations increased output
3x
larger pull requests
40%
more single-author code
1M+
pull requests analysed
Delivery vs. review load after AI adoption
Indexed to pre-AI baseline (1×) · senior-engineer review
What you'll learn
Five things you can act on the next day.
01
Measure review load,
not just throughput
The metrics that reveal what AI shifts onto your senior engineers — and how to watch them.
02
Spot ownership concentration early
Where single-author code is rising, and what it means for bus-factor and long-term risk.
03
Find the new
bottlenecks
How AI moves the constraint downstream, and where work actually gets stuck now.
The headline number is only the start. Bring your questions, 10 minutes of live Q&A with Guillem.better decisions with confidence.
