Introducing Span's AI Effectiveness suite, powered by agent traces
Introducing Span's AI Effectiveness suite,
powered by agent traces
eNVIRONMENT READINESS
Build an agent-ready environment
Turn agent feedback into a prioritized roadmap for codebase, rules, and harness fixes that improve performance and token efficiency.
Turn agent feedback into a prioritized roadmap for codebase, rules, and harness fixes that improve performance and token efficiency.
Get a roadmap for agent performance
Span analyzes agent traces to surface the environment improvements agents flag most often, ranked by expected impact.
Span analyzes agent traces to surface the environment improvements agents flag most often, ranked by expected impact.


Know why each fix matters
See the evidence behind each recommendation, with clear guidance on what to change and how it improves agent efficiency.
Coming soon
Turn recommendations into fixes
Generate the right context, rule, or instruction update in a few clicks, so teams can improve the environment faster.


See the real model mix
Understand the real mix of tools and models, and know where AI spend needs support or a closer look.


Compare cost to impact
See team-level spend alongside throughput, cycle time, and quality metrics to understand where AI usage is creating leverage.


Coming soon
Connect spend to work
Trace AI spend to the PRs, projects, and initiatives it supports, so leaders can see where tokens are going and why it matters.
Real impact for real customers
The proof is in the people
The proof is in the people

Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."

Patrick D'Souza
senior Director of AI enablement

Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”

Michael Sands
Sr. Director, Product and Program Operations

classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."

Henrique Boregio
Director of Engineering

writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."

Waseem Alshikh
Co-Founder and CTO

Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."

Cerek Hillen
Staff Software Engineer

Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."

Dan Gill
Chief Product Officer

The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."

Chad Bayer
VP of Technology

Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."

Iccha Sethi
VP of Engineering

Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."

Patrick D'Souza
senior Director of AI enablement

classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."

Henrique Boregio
Director of Engineering

Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."

Cerek Hillen
Staff Software Engineer

The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."

Chad Bayer
VP of Technology

Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”

Michael Sands
Sr. Director, Product and Program Operations

writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."

Waseem Alshikh
Co-Founder and CTO

Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."

Dan Gill
Chief Product Officer

Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."

Iccha Sethi
VP of Engineering

Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."

Patrick D'Souza
senior Director of AI enablement

classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."

Henrique Boregio
Director of Engineering

Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."

Cerek Hillen
Staff Software Engineer

The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."

Chad Bayer
VP of Technology

Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”

Michael Sands
Sr. Director, Product and Program Operations

writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."

Waseem Alshikh
Co-Founder and CTO

Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."

Dan Gill
Chief Product Officer

Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."

Iccha Sethi
VP of Engineering

Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."

Patrick D'Souza
senior Director of AI enablement

Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."

Cerek Hillen
Staff Software Engineer

Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”

Michael Sands
Sr. Director, Product and Program Operations

Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."

Dan Gill
Chief Product Officer

classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."

Henrique Boregio
Director of Engineering

The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."

Chad Bayer
VP of Technology

writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."

Waseem Alshikh
Co-Founder and CTO

Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."

Iccha Sethi
VP of Engineering
Make sure your teams get better, not just faster
See how teams measure and optimize AI impact with Span.