Introducing Span's AI Effectiveness suite, powered by agent traces
Introducing Span's AI Effectiveness suite,
powered by agent traces
SPEND & ROI
Know what your AI
spend is producing
Compare AI spend to engineering outcomes and see where token usage is driving measurable results.
Compare AI spend to engineering outcomes and see where token usage is driving measurable results.
Stay ahead of AI spend
Track actual and projected spend in one view, so you can spot trends early and adjust before budgets drift.
Track actual and projected spend in one view, so you can spot trends early and adjust before budgets drift.
See the model mix driving cost
See which tools and models teams rely on most, so you can spot expensive defaults and guide smarter usage.
Find where AI spend creates impact
Correlate spend with throughput, cycle time, and defect rate to see which teams are getting the most from AI.
Coming soon
Know where every token goes
See the true cost of projects across human effort and AI spend. Assess ROI by shipped work, not just consumption.
See the real model mix
See the model mix driving cost
Understand the real mix of tools and models, and know where AI spend needs support or a closer look.
See which tools and models teams rely on most, so you can spot expensive defaults and guide smarter usage.
Compare cost to impact
Find where AI spend creates impact
See team-level spend alongside throughput, cycle time, and quality metrics to understand where AI usage is creating leverage.
Correlate spend with throughput, cycle time, and defect rate to see which teams are getting the most from AI.
Coming soon
Connect spend to work
Know where every token goes
Trace AI spend to the PRs, projects, and initiatives it supports, so leaders can see where tokens are going and why it matters.
See the true cost of projects across human effort and AI spend. Assess ROI by shipped work, not just consumption.
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
Turn AI investment into measurable results
See how teams measure and optimize AI spend with Span.
Turn AI investment into measurable results
See how teams measure and optimize AI spend with Span.