World Model · podcast knowledge graph

How to measure AI developer productivity in 2025 | Nicole Forsgren

2025-10-19 · 68 min · 62 entities

Asserted relationships

  • → references Features product
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://github.com/features/copilot
  • → references Outlive Longevity Peter Attia MD book
    0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • → references How Big Things Get Done book
    0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • 0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • 0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Jura-Nordic-Automatic-Coffee-Machine/dp/B0CF65BFZ1
  • 0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Back-Mechanic-Stuart-McGill-2015-09-30/dp/B01FKSGJYC
  • → hosted by Lenny Rachitsky person
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    evidence rules-v4
    Feed author/publisher: Lenny Rachitsky
  • → recommended Outlive Longevity Peter Attia MD book
    0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • → recommended Outlive Longevity Peter Attia MD book
    0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • → recommended How Big Things Get Done book
    0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • → recommended How Big Things Get Done book
    0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • 0.50
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    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Jura-Nordic-Automatic-Coffee-Machine/dp/B0CF65BFZ1
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    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Back-Mechanic-Stuart-McGill-2015-09-30/dp/B01FKSGJYC
  • → works at Every company
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    evidence rules-v4
    CEO of Every
  • → works at Every company
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    evidence rules-v4
    CEO of Every
  • → discusses Technology company
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    evidence rules-v4
    Feed category: Technology
  • → discusses Business concept
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    evidence rules-v4
    Feed category: Business
  • → discusses Entrepreneurship concept
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    evidence rules-v4
    Feed category: Entrepreneurship
  • → references penname.co website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://penname.co/
  • → references mercury.com website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://mercury.com/
  • → references cursor.com website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://cursor.com/
  • → references Claude Code person
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://claude.com/product/claude-code
  • → references devin.ai website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://devin.ai/
  • → references Codex website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://openai.com/codex
  • → references dora.dev website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://dora.dev/
  • → references nicolefv.com website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://nicolefv.com/
  • → references Space Metrics person
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/blog/space-metrics
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/research/measuring-developer-productivity-with-the-dx-core-4
  • → references gloriamark.com website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://gloriamark.com/
  • → references Dx Is Joining Atlassian person
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/blog/dx-is-joining-atlassian
  • → references codeassist.google website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://codeassist.google/
  • → references developerexperiencebook.com website
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    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://developerexperiencebook.com/

Entities found in this episode

websites 22

  • mentioned penname.co website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://penname.co/
  • mentioned mercury.com website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://mercury.com/
  • mentioned cursor.com website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://cursor.com/
  • mentioned devin.ai website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://devin.ai/
  • mentioned Codex website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://openai.com/codex
  • mentioned dora.dev website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://dora.dev/
  • mentioned nicolefv.com website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://nicolefv.com/
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/research/measuring-developer-productivity-with-the-dx-core-4
  • mentioned gloriamark.com website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://gloriamark.com/
  • mentioned codeassist.google website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://codeassist.google/
  • mentioned developerexperiencebook.com website
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://developerexperiencebook.com/
  • references penname.co website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://penname.co/
  • references mercury.com website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://mercury.com/
  • references cursor.com website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://cursor.com/
  • references devin.ai website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://devin.ai/
  • references Codex website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://openai.com/codex
  • references dora.dev website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://dora.dev/
  • references nicolefv.com website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://nicolefv.com/
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/research/measuring-developer-productivity-with-the-dx-core-4
  • references gloriamark.com website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://gloriamark.com/
  • references codeassist.google website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://codeassist.google/
  • references developerexperiencebook.com website
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://developerexperiencebook.com/

books 20

  • 0.90
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • mentioned How Big Things Get Done book
    0.90
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Jura-Nordic-Automatic-Coffee-Machine/dp/B0CF65BFZ1
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Back-Mechanic-Stuart-McGill-2015-09-30/dp/B01FKSGJYC
  • 0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • references How Big Things Get Done book
    0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Jura-Nordic-Automatic-Coffee-Machine/dp/B0CF65BFZ1
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Back-Mechanic-Stuart-McGill-2015-09-30/dp/B01FKSGJYC
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
  • recommended How Big Things Get Done book
    0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • recommended How Big Things Get Done book
    0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/How-Big-Things-Get-Done/dp/0593239512
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Jura-Nordic-Automatic-Coffee-Machine/dp/B0CF65BFZ1
  • 0.50
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Jura-Nordic-Automatic-Coffee-Machine/dp/B0CF65BFZ1
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Back-Mechanic-Stuart-McGill-2015-09-30/dp/B01FKSGJYC
  • evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://amazon.com/Back-Mechanic-Stuart-McGill-2015-09-30/dp/B01FKSGJYC

persons 8

  • mentioned Lenny Rachitsky person
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    evidence rules-v4
    Feed author/publisher: Lenny Rachitsky
  • hosted by Lenny Rachitsky person
    0.55
    evidence rules-v4
    Feed author/publisher: Lenny Rachitsky
  • mentioned Claude Code person
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://claude.com/product/claude-code
  • mentioned Space Metrics person
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/blog/space-metrics
  • mentioned Dx Is Joining Atlassian person
    0.45
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/blog/dx-is-joining-atlassian
  • references Claude Code person
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://claude.com/product/claude-code
  • references Space Metrics person
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/blog/space-metrics
  • references Dx Is Joining Atlassian person
    0.38
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://getdx.com/blog/dx-is-joining-atlassian

companys 5

  • mentioned Every company
    0.62
    evidence rules-v4
    CEO of Every
  • mentioned Technology company
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    evidence rules-v4
    Feed category: Technology
  • works at Every company
    0.50
    evidence rules-v4
    CEO of Every
  • works at Every company
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    evidence rules-v4
    CEO of Every
  • discusses Technology company
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    evidence rules-v4
    Feed category: Technology

concepts 5

  • mentioned Business concept
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    Feed category: Business
  • mentioned Entrepreneurship concept
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    Feed category: Entrepreneurship
  • mentioned Nicole Forsgren concept
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    evidence rules-v4
    How to measure AI developer productivity in 2025 | Nicole Forsgren
  • discusses Business concept
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    evidence rules-v4
    Feed category: Business
  • discusses Entrepreneurship concept
    0.40
    evidence rules-v4
    Feed category: Entrepreneurship

products 2

  • mentioned Features product
    0.90
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://github.com/features/copilot
  • references Features product
    0.77
    evidence rules-v4
    Link in episode "How to measure AI developer productivity in 2025 | Nicole Forsgren": https://github.com/features/copilot
Episode description as stored
Nicole Forsgren created the most widely used frameworks for measuring developer productivity—DORA and SPACE. She wrote the foundational book Accelerate and is about to release her newest book, Frictionless , a practical guide for helping teams move faster in the AI era. She’s currently Senior Director of Developer Intelligence at Google. We discuss: 1. Why most productivity metrics are a lie 2. Signs that your engineering team could be moving much faster 3. Why AI accelerates coding but developers aren’t speeding up as much as you think 4. AI’s impact on engineers getting into “flow” 5. Her framework for building and scaling a developer experience team 6. The three components of developer experience: flow state, cognitive load, and feedback loops — Brought to you by: Mercury —The art of simplified finances: https://mercury.com/ WorkOS —Modern identity platform for B2B SaaS, free up to 1 million MAUs: https://workos.com/lenny Coda —The all-in-one collaborative workspace: https://coda.io/lenny — Where to find Nicole Forsgren: • Twitter: https://twitter.com/nicolefv • LinkedIn: https://www.linkedin.com/in/nicolefv/ • Website: https://nicolefv.com/ — Where to find Lenny: • Newsletter: https://www.lennysnewsletter.com • X: https://twitter.com/lennysan • LinkedIn: https://www.linkedin.com/in/lennyrachitsky/ — In this episode, we cover: (00:00) Introduction to Nicole Forsgren (05:09) The concept of developer experience (DevEx) (08:33) Flow state and cognitive load in the age of AI (12:02) Challenges in measuring productivity with AI (21:19) The importance of developer experience for business value (22:20) Common issues and solutions in developer experience (26:49) Signs your eng team is moving too slow (29:52) How AI is improving productivity (33:32) Real examples of productivity improvements (36:35) Introducing her new book, Frictionless (43:40) How to get started building a DevEx team (45:15) The impact of forming developer experience teams (46:15)  How to measure the impact of DevEx teams (48:53) Measuring the impact of AI tools on productivity (55:16) Survey design for developer experience (57:59) Popular AI tools for developers (59:08) Bringing a product mindset to DevEx improvements (01:00:40) AI corner (01:02:33) Lightning round and final thoughts — Referenced: • How to measure and improve developer productivity | Nicole Forsgren (Microsoft Research, GitHub, Google): https://www.lennysnewsletter.com/p/how-to-measure-and-improve-developer • DORA: https://dora.dev/ • The SPACE framework: A comprehensive guide to developer productivity: https://getdx.com/blog/space-metrics/ • Measuring developer productivity with the DX Core 4: https://getdx.com/research/measuring-developer-productivity-with-the-dx-core-4/ • Gloria Mark’s website: https://gloriamark.com/ • Taking Flight with Copilot: https://dl.acm.org/doi/10.1145/3589996 • DevEx in Action: https://spawn-queue.acm.org/doi/10.1145/3639443 • CodeX: https://openai.com/codex/ • Devin: https://devin.ai/ • Abi Noda on LinkedIn: https://www.linkedin.com/in/abinoda/ • DX is joining Atlassian: https://getdx.com/blog/dx-is-joining-atlassian/ • GitHub Copilot: https://github.com/features/copilot • Cursor: https://cursor.com/ • The rise of Cursor: The $300M ARR AI tool that engineers can’t stop using | Michael Truell (co-founder and CEO): https://www.lennysnewsletter.com/p/the-rise-of-cursor-michael-truell • Gemini Code Assist: https://codeassist.google/ • Claude Code: https://www.claude.com/product/claude-code • The AI-native startup: 5 products, 7-figure revenue, 100% AI-written code | Dan Shipper (co-founder/CEO of Every): https://www.lennysnewsletter.com/p/inside-every-dan-shipper • Love Is Blind on Netflix: https://www.netflix.com/title/80996601 • Shrinking on AppleTV+: https://tv.apple.com/us/show/shrinking/umc.cmc.apzybj6eqf6pzccd97kev7bs • Ninja Creami: https://www.amazon.com/Ninja-NC301-CREAMi-Containers-Bundle/dp/B0BLGR5JPV/ • Jura coffee maker: https://www.amazon.com/Jura-Nordic-A