Stop guessing what’s performing.Start proving it.
Internal reality is what drives your decisions.
Pensero lets you compare any team, cohort, or individual side by side on real delivery, quality, and AI impact.

Don’t just take our word for it
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 VilarCo-Founder and CPTO, CaraveloTruly 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 LegourdCo-founder, ElfieEnable 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 TreigSr. Engineering Manager, PerkFocused 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 VegasCo-founder and CEO, CubboProof 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 EyeCEO and Founder, ClosedLoopTools
Other tools show activity.Pensero shows relative performance.
Objective visibility into every engineering contribution.
Other tools show
- Tickets closed
- PRs merged
- AI adoption rates
Pensero shows
- Contribution imbalances across the team
- Knowledge silos and gatekeeping patterns
- Review effectiveness and speed gaps
Platform
One view to compare teams, people, and cohorts.
Always with real context
Numbers only matter in comparison, never in isolation.
Every view includes:
- Company average
- Industry median
Understand if performance is strong, weak, or just average, instantly.
New hires Staff+ Company Industry Delivery 37.0 61.4 57.4 55.9 Quality 25% 13% 15% 18% Efficiency 39h 29h 34h 41h AI Impact 58% 72% 71% 54% Talent 19% 40% 28% 22% 
Understand performance across individuals
Move from subjective reviews to evidence-based decisions.
Compare:
- Individual vs team average
- Individual vs peers
- Individual vs industry
Use it for:
- Promotions
- Performance reviews
- Probation assessments
- Identifying top performers and support needs
Ava Thompson · IndividualCompare toTeamAva's delivery was higher than 82% of the team this period.1007550250JanMarAprMayJunJulAugSepOct- Relative delivery
- Out of office

Compare any group, not just teams
Org charts don’t answer real questions.
Pensero lets you compare:
- New hires vs tenured engineers
- Contractors by vendor
- Remote vs onsite
- Seniors vs mid-levels
- Any cohort you can define
If you can describe the group, you can compare it.
AllContributorsTeamsCohorts512 Eng. + AgentsCohort · 512 peopleRemoveAI adoptersCohort · 364 peopleRemovePlatform38 peopleRemoveAva ThompsonPaymentsRemoveDevinPaymentsRemove
Compare teams side by side
See how your teams actually perform relative to each other.
Compare:
- Delivery per headcount
- Defect rate
- AI adoption
- Collaboration patterns
Patterns surface instantly — no digging, no interpretation layers.
Platform Payments Mobile Company Industry Delivery 60.8 60.1 54.0 57.4 55.9 Quality 11% 17% 14% 15% 18% Efficiency 26h 31h 35h 34h 41h AI Impact 89% 68% 64% 71% 54% Talent 34% 30% 25% 28% 22% 
Color-coded scoring (above/below company & industry)
Built for decisions.

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.