The AI-era engineering performance platform

The AI-era engineering performance platform

Pensero gives leaders objective visibility into delivery, quality, and AI impact across the organization.

Pensero gives leaders objective visibility into delivery, quality, and AI impact across the organization.

pensero.ai/dashboard

Pensero
Engineering teams
Intelligence
Signals
Scope of work
Delivery
Collaboration
Quality
Efficiency
AI impact
Talent
Company
CapEx
Benchmark
Calibrate
Teams
People
Good morning, Emeryยท Delivery, Quality, and Talent are exceeding expectations this quarter
Delivery
Exceeding
6,155
total pts, QTD
58% vs prev. period
Scope of work
Watch
32.1%
aligned with roadmap
3% vs prev. period
Quality
Watch
12.4%
defect rate this period
+3.2% vs prev. period
AI Impact
Exceeding
34%
weekly AI usage
5.4% vs prev. week
AI-assisted PRs drive 82% of delivery
1,859 pts shipped with AI this quarter
NovDecJanFebMarAprMay
PR deliveryOOO lossAI trend
Rework rising alongside AI adoption
From 8.2% โ†’ 12.4% defect rate since Nov
NovDecJanFebMarAprMay
DefectsReworkAI adoption
Employee
Tech
Global
AI usage
Avg. daily
JS
Jordan Smith
L2
Python
91%
45%
15.4
AJ
Alison Johnson
L2
Python
98%
21%
13.3
TL
Taylor Lee
L2
Python/HTML
95%
79%
11.7
MD
Marta Davis
L2
Python
95%
42%
9.9
RG
Riley Garcia
L2
Python
92%
โ€”
7.9
Team vs. benchmark
How your org compares ยท Q to date
Delivery / headcount
93th
AI-assisted code
95th
Collaboration
80th
Defect rate
50th
Innovation rate
27th
Roadmap alignment
17th

Trusted by fast-growing companies around the world

Trusted by fast-growing companies around the world

Trusted by fast-growing companies around the world

Platform

The platform that explains engineering delivery and AI impact

Objective visibility into every engineering contribution.

User adoption
92%
236 of 257 engineers
12 devs this quarter
AI cost
$439
extra spend, quarter to date
25% from last quarter
Token efficiency
4.2k
tokens per story point
Defect rate
1.8%
of total delivery
10.6pp improvement
Token efficiency improving every week
โ†“ 4,218 tokens / pt today vs 10k+ in Nov
NovDecJanFebMarAprMay
Tokens per story point
AI spend stays lean as adoption scales
$439 total ยท $1.71 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% โ†’ 1.8% defect rate since Nov
NovDecJanFebMarAprMay
Defect costBug fixingAI adoption
Total delivery
Exceeding
9,612
points shipped, QTD
+18% vs prev. period
Per headcount
Exceeding
54.0
avg pts per engineer
7.2ร— benchmark
PRs merged
Exceeding
2,847
across 178 engineers, QTD
+22% vs prev. period
Focus time
Watch
72%
of work week in deep work
-3% vs prev. period
Delivery velocity climbing across the org
9,612 pts this quarter, +18% vs prior period
NovDecJanFebMarAprMay
DeliveryOOO lossPer HC trend
What delivery looks like
By contribution type, QTD
Pull requests
62.0%
Tickets
24.0%
Documents
9.0%
Communications
5.0%
2,847 pull requests merged ยท 1,204 tickets closed
Work
Epic
Team
Contributors
Pts
Integrate SSO with org-level alerts
Improvement
Auth & SSO
Engineering
MJ
SD
44.2
Attribute usage data to billing segments
Improvement
Billing
Engineering
CM
BL
39.5
OAuth token refresh failing on reconnect
KTLO
โ€”
Engineering
PS
AK
SD
21.1
Support multi-region deployment config
New
Infrastructure
Platform
BL
MJ
19.6
Refactor webhook retry pipeline
Improvement
Integrations
Eng, Product
CM
PS
17.8
Team
Pts
/HC
Core Engineering
8,24046.3
Product & Design
74853.4
Platform
38664.3
Infrastructure
16254.0
Data
7638.0
How does your organization compare?
ยท Quarter to date, Apr 01 โ€“ May 14
Delivery per headcount
93th
AI-assisted code
95th
Innovation rate
27th
Cycle time
56th
Talent density
84th
Defect rate
50th
Collaboration
80th
Roadmap alignment
17th
Capitalizable
53th
Knowledge gaps
73th
Top 7% in delivery โ€” and climbing
93rd
Avg. weekly delivery points per active developer
DecJanFebMarAprMay
95th percentile in AI adoption across the industry
95th
Share of merged code that was AI-assisted
DecJanFebMarAprMay
Collaboration score in the top 20% globally
80th
Share of delivery spent on collaboration and enablement
DecJanFebMarAprMay
Knowledge gaps closing fast
73rd
Knowledge gap index across active engineering teams
DecJanFebMarAprMay
Code quality is the best it's ever beenยท Quarter to date, Apr 01 โ€“ May 15
Defect rate
Exceeding
1.8%
of delivery this quarter
2.6ร— better than global benchmark 4.7
Defect-free code
Exceeding
98.2%
of shipped code has zero defects
51.8% improvement vs prev. period
Code coverage
Exceeding
88.6%
across 462 PRs ยท weekly avg 69.0%
19.6 pts above the weekly average
Rework rate
Watch
1.2%
28.6 pts rewritten this period
Dec and Mar spikes now resolved
Defect rate at an all-time low this quarter
1.8% (41.9 pts) of delivery had defects ยท global benchmark 4.7
NovDecJanFebMarAprMay
Defect costBug fixingDefect cost %
Rework at its lowest โ€” 1.2% this quarter
1.2% (28.6 pts) of delivery was rewritten ยท weekly avg 1.7
NovDecJanFebMarAprMay
ReworkRework %
Delivery and quality mapped across every contributor
Quality score vs. delivery output ยท active contributors, Apr 01 โ€“ May 15
0%25%50%75%100%0%25%50%75%100%Delivery →Quality →Quality focusedHigh performersNeeds attentionQuantity over qualityMCYGFAARIPRLJSDSMDDGPN
High performersOther quadrants
Capitalizable
Exceeding
78.1%
of total delivery, QTD
up 9.8 pts vs prev. period
Capitalizable value
Exceeding
$1.37M
attributable salary, QTD
+12.3% vs prev. period
Total comp tracked
$1.76M
across 178 engineers, QTD
100% attribution coverage
Non-capitalizable
Watch
$388K
operations & maintenance
+2.1% vs prev. period
Capitalizable share rising every quarter
From 62% โ†’ 78.1% cap rate since November
NovDecJanFebMarAprMay
CapitalizableNon-capitalizableCap % trend
Where the value goes
By work category, QTD
Capitalizable ยท $1.37M
New features
$862K
Improvements
$508K
Non-capitalizable ยท $388K
KTLO
$221K
Performance
$126K
Other
$41K
Epic
% cap
Cap. value
Multi-tenant SSO integration
100%
$168.2K
Usage-based billing engine
100%
$124.6K
Customer onboarding redesign
94%
$116.3K
API rate limiter & throttling
71%
$93.1K
Webhook event delivery system
100%
$78.8K
Employee
% cap
Cap. value
MJ
Marcus Johnson
99.1%
โ€”
SD
Sophie Durand
96.9%
$12.8K
CM
Carlos Medina
94.2%
$12.6K
PS
Priya Sharma
93.1%
$12.4K
BL
Bryan Lee
89.5%
$11.9K

30%

30%

30%

Increase in output per
engineer in 90 days

80%

80%

80%

Reduction in
defect rate

3x

3x

3x

Improvement in AI
usage efficiency

Customer stories

Loved by high-performing teams

Real companies. Real workflows. Real outcomes powered by Pensero.

  • "Pensero is story points after the fact. With Pensero we go 4x faster."

    Andrew Eye

    CEO and Founder at ClosedLoop

  • "Itโ€™s a way to sit with an engineer and show them everything theyโ€™ve done, and learn from it."

    Ignasi Vegas

    CEO and Co-founder at Cubbo

  • "Pensero is story points after the fact. With Pensero we go 4x faster."

    Andrew Eye

    CEO and Founder at ClosedLoop

  • "Itโ€™s a way to sit with an engineer and show them everything theyโ€™ve done, and learn from it."

    Ignasi Vegas

    CEO and Co-founder at Cubbo

  • "Pensero is story points after the fact. With Pensero we go 4x faster."

    Andrew Eye

    CEO and Founder at ClosedLoop

  • "Itโ€™s a way to sit with an engineer and show them everything theyโ€™ve done, and learn from it."

    Ignasi Vegas

    CEO and Co-founder at Cubbo

integrations

Go beyond code: understanding performance requires a 360ยฐ assessment

Your entire delivery stack, translated into comparable signals.

Donโ€™t just take our word for it

  • Focused team execution

    โ€œ15 engineers. $50M a year. We didnโ€™t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they didโ€ฆ and they learn a lot of insights.

    Now we went from 70% to 30% maintenanceโ€ฆ itโ€™s where we want it to be. Itโ€™s like the lighthouse of our engineering team.โ€

    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 โ€” 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

    โ€œPensero 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.โ€œ

    Natxo Treig

    Sr. Engineering Manager

  • Truly plug 'n play

    โ€œPensero gives me a clear, non-engineerโ€™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 โ€” we were live in just one day.โ€

    Jean-Franรงois Legourd

    Co-founder

  • Effortless observability

    โ€œPensero 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.โ€

    Jose-Luis Vilar

    Co-Founder and CPTO

  • Focused team execution

    โ€œ15 engineers. $50M a year. We didnโ€™t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they didโ€ฆ and they learn a lot of insights.

    Now we went from 70% to 30% maintenanceโ€ฆ itโ€™s where we want it to be. Itโ€™s like the lighthouse of our engineering team.โ€

    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 โ€” 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

    โ€œPensero 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.โ€œ

    Natxo Treig

    Sr. Engineering Manager

  • Truly plug 'n play

    โ€œPensero gives me a clear, non-engineerโ€™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 โ€” we were live in just one day.โ€

    Jean-Franรงois Legourd

    Co-founder

  • Effortless observability

    โ€œPensero 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.โ€

    Jose-Luis Vilar

    Co-Founder and CPTO

  • Focused team execution

    โ€œ15 engineers. $50M a year. We didnโ€™t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they didโ€ฆ and they learn a lot of insights.

    Now we went from 70% to 30% maintenanceโ€ฆ itโ€™s where we want it to be. Itโ€™s like the lighthouse of our engineering team.โ€

    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 โ€” 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

    โ€œPensero 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.โ€œ

    Natxo Treig

    Sr. Engineering Manager

  • Truly plug 'n play

    โ€œPensero gives me a clear, non-engineerโ€™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 โ€” we were live in just one day.โ€

    Jean-Franรงois Legourd

    Co-founder

  • Effortless observability

    โ€œPensero 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.โ€

    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.

No excuses on price

We fit your needs

Simple plans. Scale as your team grows.

Starter

Free

Free

Everything you need to start.

Up to 5 users

1 code repository

Delivery metrics

Quality metrics

Collaboration metrics

1 code repository

AI Impact tracking

Engineering investment tracking

Team and individual reports

90-day data retention

Growth

$50

$50

/ seat / month

For teams at scale.

Unlimited users

Unlimited code repositories

Everything in Starter

SSO / SAML and directory sync

API/MCP access

1-year data retention

MOST POPULAR

Enterprise

Custom

Custom

Get R&D capitalization and on-prem.

Everything in Growth

R&D capitalization

On-prem and custom integrations

Dedicated CSM and priority support

Custom onboarding and training

API access

Custom onboarding and training

Get months of engineering performance data now

Get months of engineering performance data now

Get months of engineering performance data now

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