New research: Leading indicators of AI coding agent effectiveness

New research: Leading indicators of AI coding agent effectiveness

Trusted by world-class

engineering teams

Trusted by world-class

engineering teams

Span is crafted side-by-side with practitioners who push us to solve the real problems modern engineering teams face every day.

Span is crafted side-by-side with practitioners who push us to solve the real problems modern engineering teams face every day.

Span is crafted side-by-side with practitioners who push us to solve the real problems modern engineering teams face every day.

More case studies

More case studies

Coalesce.io

Read MOre

How Coalesce grew code review throughput 50% with a smaller team

120+ employees

Data Modeling

·

5 mins read

150 → 225

Weekly code reviews completed after rebalancing

35%

Share of reviews previously carried by three engineers

Air

Read MOre

How Air built a data-driven leadership practice around engineering observability

250+ employees

Creative Operations

·

4 mins read

55% → 65%

Allocation to new features within one planning cycle

Review Bottlenecks

Rebalanced across roles and levels

Fin

Read MOre

How Fin cut software cost capitalization from three weeks to three days

1,000+ employees

AI Customer Service

·

6 mins read

3 Weeks → 3 Days

Time spent on software capitalization per quarter

~50%

Engineering work auto-mapped to projects before any EM involvement

Coursedog

Read MOre

Steering AI with confidence: How Coursedog uses Span to illuminate engineering performance

200 employees

Software

·

5 mins read

30% → 95%

WEEKLY AI ADOPTION BY THE END OF 2025

40%

More PRs year-over-year as teams embraced AI

Zeta Global

Read MOre

From AI adoption to operating leverage: How Zeta Global scaled engineering with Span

2,000+ employees

Software

·

5 mins read

~30%

reduction in pull request cycle time over the year

20%

improvement in Engineering productivity

SecurityScorecard

Read MOre

How SecurityScorecard doubled roadmap attainment and saves 150 hours per quarter on cost capitalization

500+ employees

Cybersecurity

·

6 mins read

25% → 50%

Developer time spent on new features after strategic reallocation

150+ hrs

Saved per quarter on cost capitalization reporting

Coalesce.io

Read MOre

How Coalesce grew code review throughput 50% with a smaller team

120+ employees

·

5 mins read

Data Modeling

150 → 225

Weekly code reviews completed after rebalancing

35%

Share of reviews previously carried by three engineers

Air

Read MOre

How Air built a data-driven leadership practice around engineering observability

250+ employees

·

4 mins read

Creative Operations

55% → 65%

Allocation to new features within one planning cycle

Review Bottlenecks

Rebalanced across roles and levels

Fin

Read MOre

How Fin cut software cost capitalization from three weeks to three days

1,000+ employees

·

6 mins read

AI Customer Service

3 Weeks → 3 Days

Time spent on software capitalization per quarter

~50%

Engineering work auto-mapped to projects before any EM involvement

Coursedog

Read MOre

Steering AI with confidence: How Coursedog uses Span to illuminate engineering performance

200 employees

·

5 mins read

Software

30% → 95%

WEEKLY AI ADOPTION BY THE END OF 2025

40%

More PRs year-over-year as teams embraced AI

Zeta Global

Read MOre

From AI adoption to operating leverage: How Zeta Global scaled engineering with Span

2,000+ employees

·

5 mins read

Software

~30%

reduction in pull request cycle time over the year

20%

improvement in Engineering productivity

SecurityScorecard

Read MOre

How SecurityScorecard doubled roadmap attainment and saves 150 hours per quarter on cost capitalization

500+ employees

·

6 mins read

Cybersecurity

25% → 50%

Developer time spent on new features after strategic reallocation

150+ hrs

Saved per quarter on cost capitalization reporting

The proof is in the people

The proof is in the people

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.”

Oran O'Dowd

VP 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

SecurityScorecard

securityscorecard.com

"Span gives us omniscience into how our teams work. It’s one of the few tools I recommend without hesitation, and it saves us over 150 hours every quarter."

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

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

metronome

metronome.com

"Span gives us a clear view of our engineering time and budget. We now have real data showing how our teams and processes are performing, and we use those insights to ship better products."

Scott Woody

CEO and Founder

Vanta

vanta.com

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

Iccha Sethi

SVP of Engineering

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’s Investment Mix is the best on the market. It now powers our executive updates and board discussions, replacing what used to be a time-consuming manual process."

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.”

Oran O'Dowd

VP of Engineering

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

SVP 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

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

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

SecurityScorecard

securityscorecard.com

"Span gives us omniscience into how our teams work. It’s one of the few tools I recommend without hesitation, and it saves us over 150 hours every quarter."

Michael Sands

Sr. Director, Product and Program Operations

metronome

metronome.com

"Span gives us a clear view of our engineering time and budget. We now have real data showing how our teams and processes are performing, and we use those insights to ship better products."

Scott Woody

CEO and Founder

The Helper Bees

thehelperbees.com

"Span’s Investment Mix is the best on the market. It now powers our executive updates and board discussions, replacing what used to be a time-consuming manual process."

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.”

Oran O'Dowd

VP of Engineering

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

SVP 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

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

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

SecurityScorecard

securityscorecard.com

"Span gives us omniscience into how our teams work. It’s one of the few tools I recommend without hesitation, and it saves us over 150 hours every quarter."

Michael Sands

Sr. Director, Product and Program Operations

metronome

metronome.com

"Span gives us a clear view of our engineering time and budget. We now have real data showing how our teams and processes are performing, and we use those insights to ship better products."

Scott Woody

CEO and Founder

The Helper Bees

thehelperbees.com

"Span’s Investment Mix is the best on the market. It now powers our executive updates and board discussions, replacing what used to be a time-consuming manual process."

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.”

Oran O'Dowd

VP of Engineering

Vanta

vanta.com

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

Iccha Sethi

SVP 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

SecurityScorecard

securityscorecard.com

"Span gives us omniscience into how our teams work. It’s one of the few tools I recommend without hesitation, and it saves us over 150 hours every quarter."

Michael Sands

Sr. Director, Product and Program Operations

The Helper Bees

thehelperbees.com

"Span’s Investment Mix is the best on the market. It now powers our executive updates and board discussions, replacing what used to be a time-consuming manual process."

Chad Bayer

VP of Technology

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

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

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

metronome

metronome.com

"Span gives us a clear view of our engineering time and budget. We now have real data showing how our teams and processes are performing, and we use those insights to ship better products."

Scott Woody

CEO and Founder

Everything you need to unlock engineering excellence

Everything you need to unlock engineering excellence