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19 Oct 2025 Lenny's Podcast How to measure AI developer productivity in 2025 | Nicole Forsgren
“We can look at risk reduction, but the gains really are there. I will mention that it tends to follow something like the J-curve.”
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- Speaker
- Nicole Forsgren
- Attribution
- Verified speaker
- Claim type
- commitment
- Recorded
- 19 Oct 2025
- Publisher
- Lenny's Podcast
Transcript context
…Okay. What kind of impact have you seen from teams like this forming, on the engineering teams at their companies? I'll say I've seen a huge impact for smaller companies, hundreds of thousands of dollars for large companies or in the billions. Well, also, we need to learn how to communicate that, "What does the math look like?" Many times, we can look at saving time, we can look at saving costs, we can look at a lot of different things. We can look at speed to value as speed to market. We can look at risk reduction, but the gains really are there. I will mention that it tends to follow something like the J-curve. So you'll have a couple of quick wins and it'll look like a big win, and then you'll hit kind of a little divot where suddenly the really obvious projects, the low-hanging fruit are handled. So now, we need to do a little bit of work. We might need to build out a little bit more infrastructure. We might need to build out a little more telemetry, so that we can capture the things we want to capture. And then once we get that done, then we start to see those benefits really compound. So going back to that measurement number, what do you recommend? How do people find these numbers? Because I think that's so much of the power of this is like, "We saved a million dollars doing this." What do you look at to figure that out?…
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