alt.hn

7/30/2026 at 6:28:09 PM

AI productivity gains are closer to 10% than 10x

 https://leaddev.com/reporting/ai-productivity-gains-are-closer-to-10-than-10x

by champagnepapi

7/30/2026 at 7:10:35 PM

My unsolicited thoughts:

* AI will drive additional features as development accelerates

* There will be a window where fast adopting AI companies can deliver features faster than peers

* Those fast adopting AI companies will be able to garner additional revenue

* Gap closes as AI benefits slow in their impact to feature development and slower adopting companies catch up

* Companies that were faster adopters can no longer charge more for additional revenue without giving up market share to now caught-up competitors

* New normal is that companies are in a bind - they have to pay for tokens/AI aided development else they lose speed and therefore market share - but the paying is now without additional revenue and exists as a tax

Assumptions:

* No AGI

* LLMs have bounded impact on features

* Timeframe is long enough that companies that trail in AI won't be starved out

https://www.youtube.com/shorts/iVHmp9F4Rl0

by mycentstoo

7/30/2026 at 7:40:02 PM

> There will be a window where fast adopting AI companies can deliver features faster than peers >Those fast adopting AI companies will be able to garner additional revenue

The companies going 50% slower on reliable features that customers want to pay for will continue to wipe the floor with the hyper productive companies producing fluff.

by discreteevent

7/30/2026 at 7:59:06 PM

The variation in individual developer throughput was as much as 20x pre-AI. 10% is basically nothing. You’d be better off firing your worst performer and replacing them with someone good (or great).

by horticulturist

7/30/2026 at 6:50:07 PM

10% seems low. I think 1.5-3x is more like it without sacrificing quality. You can easily go 10x if you don’t care about the results too much.

by maleero

7/30/2026 at 6:57:30 PM

There are probably larger gains in some areas like testing and coding. other areas, less so as they depend on messy data. I can tell you that only some areas of project management benefit from AI. the rest is more of a people problem.

by Tagbert

7/30/2026 at 8:26:16 PM

unless AI also speeds up the 84% of work that isn't coding, that is not possible.

by smcg

7/30/2026 at 7:05:05 PM

> You can easily go 10x if you don’t care about the results too much.

People are also much faster when they dont care about quality at all.

by watwut

7/30/2026 at 8:51:41 PM

Not really. There's a limit to how much you can focus on and literally type, even caring little about quality.

by satvikpendem

7/30/2026 at 7:14:43 PM

10% is still huge.

by UltraSane

7/30/2026 at 7:42:04 PM

10% in profit is huge but that's not what the article is about.

by discreteevent

7/30/2026 at 9:25:21 PM

A 10% increase to total labor productivity would be huge. It would add trillions to global GDP.

by UltraSane

7/30/2026 at 8:26:38 PM

it's much lower than common claims about AI.

by smcg

7/30/2026 at 9:26:29 PM

Bit it would still add trillions to global GDP

by UltraSane

7/30/2026 at 7:02:03 PM

This is very similar to how you can double the employees in a company and only get marginal improvement in productivity.

If that’s true, AI gives the same gains doubling labour. No?

by simianwords

7/30/2026 at 6:33:06 PM

AI has the potential to be extremely powerful but it is also very new. People and organisations are just at the beginning of the learning process.

by mytailorisrich

7/30/2026 at 6:50:38 PM

Sure but the hype has been about the 10x productivity increases and how less employees are needed. Also all the AGI/singularity stuff being just around the corner, not simply AI potentially making employees a lot more productive.

by goatlover