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Monday, March 17, 2025

Halving R&D with AI & the Influence to Valuation by @ttunguz


Engineering groups inside AI utility startups are a lot smaller than a basic software program firm – possibly half the scale or much less.

Let’s run an experiment : let’s assume each public software program firm advantages instantly to the identical extent & cuts R&D spending by half.1

How would the worth of those companies change?2

72% of unprofitable SaaS corporations would develop into worthwhile.

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The standard SaaS firm would enhance from 4.4% internet revenue margin to fifteen.8%.

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And the whole affect? $465b of elevated enterprise worth from $14.9t to $15.4t. Which will sound like quite a bit, however it’s a few 3% enchancment.

As a result of software program corporations aren’t valued on profitability – true inside the enterprise capital & public markets alike – the associated fee financial savings from halving engineering groups aren’t that impactful.

A lot better can be to focus these groups on income producing merchandise to spice up income progress.

A 30% enhance in income progress would enhance enterprise worth by $2.3t – 5x the affect of cuts.

Yet one more reminder that in software program, progress is king.


1My objective is to know the monetary impacts of such a transfer. To be clear, I’m not advocating for this. It’s a hypothetical thought experiment.

2Software program corporations commerce on Enterprise Worth (EV) to Ahead Income (projected income within the subsequent 12 months) a number of. I created a linear regression of those corporations’ valuation primarily based on income progress, gross margin, internet revenue margin, & money movement from operations margin (R^2 of 0.23 – not massively predictive, however p

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