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Do you know if you have
the best engineering team?

Do you know
if you have
the best engineering team?

Pensero Benchmark shows exactly where your org stands against

real global peers from, on real delivery, quality, and AI impact.

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

Pensero Benchmark shows exactly where your org stands against

real global peers from, on real delivery, quality, and AI impact.

Let's talk

Trusted by fast-growing companies around the world

Trusted by fast-growing companies around the world

THE QUESTION

Every leadership team is being asked the same question:

“Are we competitive?”

But there's no answer to the only question that actually matters:

Compared to who?

I was being told by the board we were slow to ship, but I didn't have visibility into why. Now our entire team is above the 80th percentile.

Andrew Eye

CEO and Founder

Before

“Slow to ship”, with no data to explain why.

after pensero

80th

percentile

entire team, measured against peers

Opinions vs. reality

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

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.

Six dimensions

Measure where you stand across 6 dimensions.

1

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?

2

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?

3

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?

4

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?

5

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?

6

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?

1

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?

One scorecard. Full picture.

One scorecard.
The full picture.

Performance isn't just output. Evaluate delivery, quality, talent and collaboration, then watch where the line is heading.

You don't just see
where you are

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

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.

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?

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

Do you know if you havethe best engineering team?

Do you knowif you havethe best engineering team?

“Are we competitive?”

Compared to who?

80th

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

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

Measure where you stand across 6 dimensions.

1

2

3

4

5

6

1

One scorecard.The full picture.

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.

Do you know if you have
the best engineering team?

Do you know
if you have
the best engineering team?

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

One scorecard.
The full picture.

Get started in minutes.
See insights in hours.