Let's talk

Do you know if you have the best engineering team?

Pensero Benchmark shows exactly where your engineering org stands against real global peers from, on real delivery, quality, and AI impact.

Do you know if you have the best engineering team?

Pensero Benchmark shows exactly where your engineering org stands against real global peers from, on real delivery, quality, and AI impact.

Do you know if you have the best engineering team?

Pensero Benchmark shows exactly where your engineering org stands against real global peers from, on real delivery, quality, and AI impact.

Companies that trust Pensero.

Every leadership team is being asked the same question:

"Are we competitive?"

But no answer to the only
question that matters:
Compared to who?

"I was being told (by the board) we were slow to ship, but I didn’t have any visibility as to why that was. Now our entire team is above the 80th percentile."

Andrew Eye

CEO and Founder

ClosedLoop

Other benchmarks are built on opinions.
Pensero is built on reality.

Others benchmarks rely on:

Self-reported surveys
Generic industry reports
Vanity metrics (PRs, deploys, activity)

Pensero benchmarks:

Real production data
Complexity-weighted delivery
Actual engineering outcomes

So when you see a percentile, it means something.

Measure where you stand across 6 dimensions

Know if your team is actually productive

More output doesn’t always mean more impact.

Pensero shows:

Delivery per headcount
Innovation rate
Capitalizable output

So you can answer

Are we truly productive or just busy?

Know if your team is actually productive

More output doesn’t always mean more impact.

Pensero shows:

Delivery per headcount
Innovation rate
Capitalizable output

So you can answer

Are we truly productive or just busy?

Know if speed is real or perceived

Shipping faster is easy to claim, hard to prove.

Pensero shows:

Cycle time

So you can answer:

Are we actually moving faster or just shifting work around?

Know if speed is real or perceived

Shipping faster is easy to claim, hard to prove.

Pensero shows:

Cycle time

So you can answer:

Are we actually moving faster or just shifting work around?

Know if quality is holding or breaking

AI makes speed easier. Quality harder.

Pensero shows:

Defect rate
Knowledge gaps

So you can answer:

Are we getting faster or creating future problems?

Know if quality is holding or breaking

AI makes speed easier. Quality harder.

Pensero shows:

Defect rate
Knowledge gaps

So you can answer:

Are we getting faster or creating future problems?

Know if AI is improving output or just inflating activity

Adoption is visible. Impact is not.

Pensero shows:

AI-assisted code

So you can answer:

Is AI making us better or just increasing volume?

Know if AI is improving output or just inflating activity

Adoption is visible. Impact is not.

Pensero shows:

AI-assisted code

So you can answer:

Is AI making us better or just increasing volume?

Know if your team is structured to scale

Performance it’s systemic, not only about individuals.

Pensero shows:

Contribution distribution
Collaboration intensity
Review effectiveness

So you can answer:

Do we have a scalable team or hidden bottlenecks?

Know if your team is structured to scale

Performance it’s systemic, not only about individuals.

Pensero shows:

Contribution distribution
Collaboration intensity
Review effectiveness

So you can answer:

Do we have a scalable team or hidden bottlenecks?

Know if your engineering investment makes sense

Engineering is one of your largest costs.

Pensero shows:

Delivery per headcount
Capitalizable output
Defect rate

So you can answer:

Are we getting the return we should from what we spend?

Know if your engineering investment makes sense

Engineering is one of your largest costs.

Pensero shows:

Delivery per headcount
Capitalizable output
Defect rate

So you can answer:

Are we getting the return we should from what we spend?

One scorecard. Full picture.

Evaluate talent
and collaboration.
Performance is not just output.

You don’t just see where you are:

10 performance dimensions
Percentile ranking (0–100)
6-month trend vs peers

You see:

If you’re catching up
Pulling ahead
Or falling behind

Who is driving impact
How work actually gets done

Your journey to clarity

No surveys.
No setup. No bias.

Day 1

Connect your tools.
Data starts syncing.

Week 1

See your first comparisons across teams and cohorts.

Month 1

Make decisions on AI, hiring, and performance with confidence.

What does a percentile score actually mean?

How do you ensure fair comparisons across different teams and companies?

Can I track improvement over time?

Can I measure the impact of AI adoption?

See the product in action

See how Pensero turns raw engineering activity into clear, actionable insight you can use tomorrow. Know what’s working, fix what’s not, and make better decisions with confidence.

Let's talk

See the product in action

See how Pensero turns raw engineering activity into clear, actionable insight you can use tomorrow. Know what’s working, fix what’s not, and make better decisions with confidence.

Let's talk

Pensero awarded 2025 Q4 Product Award by Products That Count

Learn more

Do you know if you have the best engineering team?

Do you know if you have the best engineering team?

Do you know if you have the best engineering team?

Every leadership team is being asked the same question:

"Are we competitive?"

But no answer to the onlyquestion that matters:Compared to who?

Other benchmarks are built on opinions.Pensero is built on reality.

So when you see a percentile, it means something.

Measure where you stand across 6 dimensions

Your journey to clarity

No surveys.No setup. No bias.

See the product in action

See the product in action

But no answer to the only
question that matters:
Compared to who?

Other benchmarks are built on opinions.
Pensero is built on reality.

No surveys.
No setup. No bias.