
COMPETITORS
A Span alternative that measures all delivered work, not only AI sessions

COMPETITORS
A Span alternative that measures all delivered work, not only AI sessions
Measuring the agentic workforce at fast-growing companies around the world





Measuring the agentic workforce at fast-growing companies around the world





How do they differ?
DX
Swarmia
Span
Jellyfish
Waydev
LinearB
Faros AI
Larridin
Weave
Exceeds AI
GitHub Copilot
Pensero
Span
AI adoption and usage tracking
Span traces AI sessions; Pensero measures all delivered work
AI spend and token cost tracking
Span tracks token spend; Pensero shows cost per delivered point
Delivered output weighted for size and complexity
Humans, AI-assisted engineers and agents on one scale
Cost per unit of delivered work
Cross-company benchmarks
Recommendations on what to do next
Span flags effective AI work; Pensero recommends the next level move
Level on the five levels, measured from delivery data
Forward-deployed engineers and transformation programme
Span and Pensero answer different questions.
Span traces AI sessions and tokens to code. Pensero measures all delivered work on one scale, human or agent, and recommends what to do next.
What is the difference between Pensero and Span?
Does Pensero track AI-generated code?
Can Pensero compare agents with human engineers?
Does Pensero help with R&D capitalization?
Does Pensero benchmark against other companies?
Is Pensero only for engineering managers?
DX
Swarmia
Span
Jellyfish
Waydev
LinearB
Faros AI
Larridin
Weave
Exceeds AI
GitHub Copilot
Pensero
Span
AI adoption and usage tracking
Span traces AI sessions; Pensero measures all delivered work
AI spend and token cost tracking
Span tracks token spend; Pensero shows cost per delivered point
Delivered output weighted for size and complexity
Humans, AI-assisted engineers and agents on one scale
Cost per unit of delivered work
Cross-company benchmarks
Recommendations on what to do next
Span flags effective AI work; Pensero recommends the next level move
Level on the five levels, measured from delivery data
Forward-deployed engineers and transformation programme
Span and Pensero answer different questions.
Span traces AI sessions and tokens to code. Pensero measures all delivered work on one scale, human or agent, and recommends what to do next.
What is the difference between Pensero and Span?
Does Pensero track AI-generated code?
Can Pensero compare agents with human engineers?
Does Pensero help with R&D capitalization?
Does Pensero benchmark against other companies?
Is Pensero only for engineering managers?
How do they differ?
Donโt just take our word for it
Effortless observability
โPensero 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
Truly plug 'n play
โPensero gives me a clear, non-engineerโs 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

Enable team growth
โPensero 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

Natxo Treig
Sr. Engineering Manager
Focused team execution
โ15 engineers. $50M a year. We didnโt know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they didโฆ and they learn a lot of insights.
Now we went from 70% to 30% maintenanceโฆ itโs where we want it to be. Itโs 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
Effortless observability
โPensero 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
Truly plug 'n play
โPensero gives me a clear, non-engineerโs 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

Enable team growth
โPensero 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

Natxo Treig
Sr. Engineering Manager
Focused team execution
โ15 engineers. $50M a year. We didnโt know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they didโฆ and they learn a lot of insights.
Now we went from 70% to 30% maintenanceโฆ itโs where we want it to be. Itโs 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
Effortless observability
โPensero 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
Truly plug 'n play
โPensero gives me a clear, non-engineerโs 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

Enable team growth
โPensero 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

Natxo Treig
Sr. Engineering Manager
Focused team execution
โ15 engineers. $50M a year. We didnโt know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they didโฆ and they learn a lot of insights.
Now we went from 70% to 30% maintenanceโฆ itโs where we want it to be. Itโs 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
Pensero integrations
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