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AI is increasing output, not necessarily performance.

Pensero turns AI activity into measurable impact by connecting cost to delivery, quality and efficiency, so leaders can make confident decisions.

No surveys

No surveillance

From work you already do

Let's talk

No surveys

No surveillance

From work you already do

Example reading. One customer workspace, last 90 days.

AI assisted

39%

of merged code

8pp adoption

delivery lift

1.2x

more output shipped

22%

quality tax

45.1%

of PRs reworked

13.2pp

efficiency

7,891

tokens per point

34% worse

extra ai cost

$350K

projected this year

4.6x

Trusted by fast-growing companies around the world

Trusted by fast-growing companies around the world

why pensero is different

Is AI making your business
better in a way you can prove?

Activity · what most teams measure

Visibility into usage, not impact.

Self-reported surveys

Generic industry reports

Vanity metrics ( PRs, deploys, activity)

Counts effort. Says nothing about whether it paid off.

Performance · what Pensero measures

A clear, objective view of ROI.

Real production data

Complexity-weighted delivery

Actual engineering outcomes

Ties cost to delivery, quality and efficiency.
The questions leaders actually ask.

THE PRODUCT

How Pensero
measures AI impact

01 ADOPTION

See how much AI
your team really uses

Adoption is more than seat counts. Pensero measures how much merged code is AI assisted and how many developers genuinely rely on AI tools.

we measure

Share of merged code that is AI assisted

Active developers using AI tools

Adoption trend, month over month

Your numbers against global benchmarks

No surveys. Adoption is read directly from the work, then compared to real peers.

Tokens per point
fuel economy for AI

Like litres per 100 km: the more tokens it burns to ship one delivery point, the worse the mileage. Right now it is climbing.

03 Efficiency & cost

Cost is tied to delivery, so you can see efficiency degrade before the bill does.

Tokens per delivery point, over time

Daily AI spend, one square per day

Projected annual extra cost

Spend mapped to output, not raw usage

we track

Spot your high-leverage
developers

Tokens per delivery point, mapped across your team.
See who turns AI into output and who needs coaching.

04 Who's getting value

Distributions are framed for coaching and enablement, not ranking individuals against each other.

Efficiency distribution across developers

High-leverage developers, by name

Coaching opportunities, made visible

Delivery × efficiency, in four quadrants

we surface

Know which tools and
models drive delivery

Pensero maps every assistant and model in your stack to the delivery it actually produces, so tool decisions are grounded in impact.

05 Usage breakdown

Renegotiate, consolidate, or double down, with evidence instead of vendor decks.

Tool mix over time, by share of AI delivery

Model mix across every assistant

Where adoption is concentrating

Trends as your stack evolves

we break down

Connect AI usage
to what you ship

More output is not the same as better output. Pensero shows whether AI is lifting delivery, and what it costs you in rework.

PR delivery trend as adoption rises

Delivery lift, isolated from headcount

Quality tax: the share of PRs reworked

Out-of-office adjusted, so trends are real

02 Impact on delivery & quality

The same view that shows a 1.2× lift also surfaces the rework it created.

we connect

why pensero

Built for teams that can't
compromise on trust

Built on real engineering work

Signals from code, tickets and planning tools, translated into execution insight, not self-reported activity.

Designed for scaled SaaS

Created by former CTOs who have built and scaled complex software organizations through real growth.

Aligned across functions

A shared execution language for engineering, finance and leadership, grounded in global talent benchmarks.

AT A GLANCE

Proven at scale

Billions

of datapoints processed

5k+

developers on the platform

15′

onboarding to first value

30%

increase in performance

Trust and compliance, by design

Designed to meet strict SOC 2 Type II standards, follows GDPR principles to protect personal data, and supports HIPAA requirements for sensitive information.

Don’t just take our word for it

Focused team execution
“15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights.
Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.”
Ignasi Vegas
Co-founder and CEO
Proof over guessing
"I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster.
Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here."
Andrew Eye
CEO and Founder
Enable team growth
“Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams.
As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.“
Natxo Treig
Sr. Engineering Manager
Truly plug 'n play
“Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team.
Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.”
Jean-François Legourd
Co-founder
Effortless observability
“Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.”
Jose-Luis Vilar
Co-Founder and CPTO

Focused team execution
“15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights.
Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.”
Ignasi Vegas
Co-founder and CEO
Proof over guessing
"I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster.
Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here."
Andrew Eye
CEO and Founder
Enable team growth
“Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams.
As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.“
Natxo Treig
Sr. Engineering Manager
Truly plug 'n play
“Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team.
Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.”
Jean-François Legourd
Co-founder
Effortless observability
“Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.”
Jose-Luis Vilar
Co-Founder and CPTO

Focused team execution
“15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights.
Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.”
Ignasi Vegas
Co-founder and CEO
Proof over guessing
"I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster.
Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here."
Andrew Eye
CEO and Founder
Enable team growth
“Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams.
As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.“
Natxo Treig
Sr. Engineering Manager
Truly plug 'n play
“Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team.
Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.”
Jean-François Legourd
Co-founder
Effortless observability
“Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.”
Jose-Luis Vilar
Co-Founder and CPTO

How it works

Get started in minutes.
See insights in hours.

Connect your stack. See months of history from day one.

1 hour

Connect & Structure

Integrates repositories, tickets and messages automatically so AI can break work into measurable units, giving your team a unified, transparent view of everything delivered.

1 day

Analyze & Detect

Surface delivery vs roadmap gaps, AI contribution patterns, and execution insights so bottlenecks and early performance drag become visible through evidence-based reviews.

1 week

Report & Decide

Establish a single source of execution truth with team-level and AI vs human performance comparisons, enabling board-ready reporting and confident, scalable capital decisions.

Get months of engineering performance data now.

Stop deciding on gut feel. Get 90 days of objective data in minutes.

Let's talk

Pensero awarded 2025 Q4 Product Award by Products That Count

Learn more

AI is increasing output, not necessarily performance.

AI is increasing output, not necessarily performance.

39%

1.2x

45.1%

7,891

$350K

Is AI making your businessbetter in a way you can prove?

Is AI making your businessbetter in a way you can prove?

How Penseromeasures AI impact

Built for teams that can'tcompromise on trust

Proven at scale

Billions

Billions

Billions

5k+

5k+

15′

15′

30%

30%

Get started in minutes. See insights in hours.

Get months of engineering performance data now.

Get months of engineering performance data now.

Get months of engineering performance data now.

Is AI making your business
better in a way you can prove?

Is AI making your business
better in a way you can prove?

How Pensero
measures AI impact

Built for teams that can't
compromise on trust

Get started in minutes.
See insights in hours.