User adoption
92%
236 of 257 engineers
12 devs this quarter
AI cost
$4,425
extra spend, quarter to date
25% from last quarter
Token efficiency
4.2k
tokens per delivery point
Defect rate
1.8%
of total delivery
10.6pp improvement
Token efficiency improving every week
↓ 4,218 tokens / pt today vs 10k+ in Nov
NovDecJanFebMarAprMay
Tokens per delivery point
AI spend stays lean as adoption scales
$4,425 total · $101.71 per engineer
NovDecJanFebMarAprMay
Weekly AI usage cost
AI-assisted PRs now drive 82% of delivery
1,859 pts shipped with AI this quarter
NovDecJanFebMarAprMay
PR deliveryOOO lossAI-assisted trend
Defects shrinking as AI usage rises
From 12.4% → 1.8% defect rate since Nov
NovDecJanFebMarAprMay
Defect costBug fixingAI adoption

Trusted by fast-growing companies around the world

Trusted by fast-growing companies around the world

Understand how AI is being adopted

Built with enterprise security and compliance
at its core

Monitor AI adoption across teams, individuals, repositories, and workflows. See who's using AI, how adoption evolves, and where new ways of working are emerging across your organization.

AI adoption across teams

Usage trends over time

AI tool comparison

feature name

Built with enterprise security and compliance
at its core

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  • Short main bullet point

  • Short main bullet point

  • Short main bullet point

Measure AI's contribution to delivery

Connect AI usage to engineering output to see how AI influences delivery speed, throughput, and execution, separating raw AI activity from measurable gains in performance.

Delivery before and after AI

Productivity improvement analysis

AI contribution to engineering output

Go deeper on
AI's real return

Go deeper on
AI's real return

Quality analysis

Cost tracking

Efficiency metrics

True ROI calculation

01/04

Ensure AI improves quality, not just speed

Compare AI-assisted and human-written code to see whether faster delivery costs you maintainability, defects, or rework — and confirm AI strengthens quality over time.

AI vs human quality comparison

Defect and rework analysis

Quality trends over time

Quality analysis

Cost tracking

Efficiency metrics

True ROI calculation

Ensure AI improves quality, not just speed

Compare AI-assisted and human-written code to see whether faster delivery costs you maintainability, defects, or rework — and confirm AI strengthens quality over time.

AI vs human quality comparison

Defect and rework analysis

Quality trends over time

One connected view of AI across engineering

Usage → outcomes

Every metric ties AI activity back to delivery, quality, and cost, never usage in isolation.

Team to individual

Drill from org-wide adoption down to teams, repositories, and individual developers.

Value and risk

See where AI creates measurable value and where it introduces risk, in the same lens.

Built for how engineering
and finance actually decide

The evidence both sides need, in one place, engineering sees performance, finance sees return.

Model-level breakdown

Know which AI tools and models are in use, and how each performs.

Period-over-period trends

Track how adoption, cost, and quality move week over week.

Evidence for the board

Turn AI activity into reporting leadership can act on.

"I can see the impact that AI is having on productivity… how much it influences the code that we're producing."

Jordi Miro

CTO, Zynap

"I'll pay for every AI tool you want. What I ask in return is: show me how you're going faster."

Andrew Eye

CEO & Founder, ClosedLoop

Questions engineering leaders ask

Does Pensero measure AI impact or just AI usage?

Which AI tools and models does Pensero track?

How does Pensero separate AI's contribution from normal team improvement?

How complex is implementation?

See the product in action

See the product in action

Turn raw engineering
activity into actionable insight

Turn raw engineering
activity into actionable insight

Turn raw engineering
activity into actionable insight

Know what's working, fix what's not, and make
better decisions with confidence.

Know what's working, fix what's not, and make better decisions with confidence.