Pensero vs Swarmia
Swarmia measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code.
Pensero vs Swarmia
Swarmia measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code.
Pensero vs Swarmia
Swarmia measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code.
Companies that trust Pensero.
Real stories, real trust
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
Caravelo
Truly plug
and 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
Elfie
Enables
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
Perk
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
ClosedLoop
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
Caravelo
Truly plug
and 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
Elfie
Enables
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
Perk
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
ClosedLoop
Pensero measures real performance
Pensero gives leaders objective visibility into how engineering teams actually perform so they can make high-stakes decisions with confidence.
AI Understanding & Context
Understands what your code means with deep semantics
Limited
Understands the problem behind the code
Limited
Measure magnitude and complexity of the proposed solutions
Limited
Links related work items automatically
Limited
Monitors AI adoption & code co-pilot usage
Attributes a proprietary score to facilitate comparison
Limited
Engineering Productivity & Quality
DORA metrics support
Correlate code speed with bug creation
Limited
Developer sentiment tracking
Strategic Insight & ROI
Executive dashboards & summaries
Custom attributes
Limited
ROI modeling for engineering investment
Predictive insights & bottleneck forecasting
Team & individual
Pensero gives you clear insight into how every individual and team performs, so you can confidently compare impact, spot outliers, and benchmark against global engineering performance standards.
Team & individual
Pensero gives you clear insight into how every individual and team performs, so you can confidently compare impact, spot outliers, and benchmark against global engineering performance standards.
Security and compliance
Pensero is built for teams that can’t compromise on trust.
Designed to meet strict SOC 2 Type II standards, follows GDPR principles to protect personal data, and supports HIPAA requirements for sensitive information.
Security and compliance
Pensero is built for teams that can’t compromise on trust.
Designed to meet strict SOC 2 Type II standards, follows GDPR principles to protect personal data, and supports HIPAA requirements for sensitive information.
Integrations
Connect your existing tools for a 360º understanding
Measure AI’s real impact on engineering
See what AI is truly changing: Output, quality, velocity, and ROI across your engineering org.
Measure AI impact: Automatically distinguish and measure human and AI-generated impact.
Measure real impact: Track output, quality, velocity, and ROI across teams and tools.
Turn AI into numbers: Link AI usage to productivity, cost, and risk.
Measure AI’s real impact on engineering
See what AI is truly changing: Output, quality, velocity, and ROI across your engineering org.
Measure AI impact: Automatically distinguish and measure human and AI-generated impact.
Measure real impact: Track output, quality, velocity, and ROI across teams and tools.
Turn AI into numbers: Link AI usage to productivity, cost, and risk.
Engineering spend, automatically classified and audit‑ready
Automatically classify engineering costs into CapEx and OpEx using real delivery data — not timesheets or surveys.
Classify CapEx vs OpEx automatically: Allocate engineering spend using real delivery data.
Grounded in real work artifacts: Tie every engineering dollar to pull requests, commits, and work items.
Audit-ready by design: Deliver GAAP-aligned, exportable reports for Finance and tax compliance.
Engineering spend, automatically classified and audit‑ready
Automatically classify engineering costs into CapEx and OpEx using real delivery data — not timesheets or surveys.
Classify CapEx vs OpEx automatically: Allocate engineering spend using real delivery data.
Grounded in real work artifacts: Tie every engineering dollar to pull requests, commits, and work items.
Audit-ready by design: Deliver GAAP-aligned, exportable reports for Finance and tax compliance.
Lead distributed engineering with evidence, not assumptions
Gain transparent, location-agnostic visibility into global engineering performance.
See performance anywhere: Measure output, flow, reliability, and complexity, not hours or activity.
Benchmark globally: Compare in-house and outsourced teams using the same objective metrics.
Build trust, not surveillance: Remove proximity bias without tracking individuals or keystrokes.
Lead distributed engineering with evidence, not assumptions
Gain transparent, location-agnostic visibility into global engineering performance.
See performance anywhere: Measure output, flow, reliability, and complexity, not hours or activity.
Benchmark globally: Compare in-house and outsourced teams using the same objective metrics.
Build trust, not surveillance: Remove proximity bias without tracking individuals or keystrokes.
Engineering leaders don't all ask the same questions
Whether you're concerned with delivery, scope, and workload in real time. Or need to understand cost, allocation, and efficiency across the organization.
Code quality
Make better product decisions
Scope of work
Understand work in context
Forecasting
Allocate your workforce
Code quality
Make better product decisions
Scope of work
Understand work in context
Forecasting
Allocate your workforce
Code quality
Make better product decisions
Scope of work
Understand work in context
Forecasting
Allocate your workforce
Day 1
Full visibility, zero friction
What happens?
Capture work from Github, tickets, docs, Slack
AI normalizes data into units of work
No workflow changes needed
Outcome
Shared, unified view of work
From noise to clear signals
Impact-ready metrics at scale
Week 1
From activity to real signals
What happens?
Delivery vs roadmap insights
Enablement graphs
AI impact analysis
Outcome
Bottleneck visibility
Data-backed reviews
Early drag detection
Week 4
Decisions at scale
What happens?
Daily standup usage
Single execution dataset
Performance calibration
Outcome
Company-wide alignment
Board-level visibility
Scalable framework
Day 1
Full visibility, zero friction
What happens?
Capture work from Github, tickets, docs, Slack
AI normalizes data into units of work
No workflow changes needed
Outcome
Shared, unified view of work
From noise to clear signals
Impact-ready metrics at scale
Week 1
From activity to real signals
What happens?
Delivery vs roadmap insights
Enablement graphs
AI impact analysis
Outcome
Bottleneck visibility
Data-backed reviews
Early drag detection
Week 4
Decisions at scale
What happens?
Daily standup usage
Single execution dataset
Performance calibration
Outcome
Company-wide alignment
Board-level visibility
Scalable framework
Day 1
Full visibility, zero friction
What happens?
Capture work from Github, tickets, docs, Slack
AI normalizes data into units of work
No workflow changes needed
Outcome
Shared, unified view of work
From noise to clear signals
Impact-ready metrics at scale
Week 1
From activity to real signals
What happens?
Delivery vs roadmap insights
Enablement graphs
AI impact analysis
Outcome
Bottleneck visibility
Data-backed reviews
Early drag detection
Week 4
Decisions at scale
What happens?
Daily standup usage
Single execution dataset
Performance calibration
Outcome
Company-wide alignment
Board-level visibility
Scalable framework
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.
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.
