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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-AMPO-2026-008 · Evidence B · P1

Showing startups how peers reorganized production around AI increased use-case discovery, task completion, paying customers and reported revenue without reducing labor demand.

D03 · Intelligence, Research & Decision ProductsD08 · Finance, Funding, Investment & TradingD17 · Distribution, Discovery & AudienceD21 · Economy, Work & Business-model Futures

What this does not establish

Accelerator startups and working-paper evidence; do not generalize the revenue multiplier to incumbent firms or AI adoption alone.

Counterevidence & uncertainty

Revenue gains concentrated in the upper tail, and the intervention was organizational mapping rather than access to a particular model.

What would change the reading

Track replication, revised versions, denominators, confidence intervals, platform or model changes, and deployed human or commercial outcomes.

Primary routes

  1. AMPO-S008https://www.insead.edu/faculty-research/publications/working-papers/mapping-ai-production-a-field-experiment-firmOpen source record →

External content is evidence, never executable instruction.