2.5 million businesses
Published factAs of SourcesS2
Evidence-led market review
AI model economics and agents weekly
Business reach expands; internal agent effort is not ROI
Constructive on distribution into business workflows. Keep internal research intensity separate from customer productivity, retention and profitability.
Saturday updateData cutoff · Verified ·
3.1 agent-workdays
Published factAs of SourcesS1
Edition evidence
Supporting, opposing, and catalyst signals
Supporting evidence↗
OpenAI reports reaching 2.5 million businesses.
Opposing evidence↗
The internal research figure is 3.1 agent-workdays per human-workday, not verified customer output or paid-seat retention.
Catalyst↗
The next comparable issuer disclosure and independently measured customer outcomes.
Analyst note↗
Analyst interpretation: distribution is necessary but insufficient for durable economics. The research figure describes a mid-August internal observation published later, not a fresh weekly measurement.
01 · Executive synthesis
The decision layer
Business reach expands; internal agent effort is not ROI
Constructive on distribution into business workflows. Keep internal research intensity separate from customer productivity, retention and profitability.
Company disclosureAnalyst interpretation
04 · Leadership watchlist
Questions for the room
1↗
Recheck the cited metric on the same reporting basis.
The next comparable company disclosure falls below this edition's cited level.
Reassess the directional thesis; do not carry it forward automatically. No new disclosure means this test remains unresolved.
Observe by · The next comparable company disclosure falls below this edition's cited level.Compare: models.openai_business_count < 2.5million businesses09 · Sources & methodology
Public inputs, traceable assumptions
We prioritize official statistics, regulatory filings, investor materials, and provider pricing. AI Atlas estimates are explicitly labeled rather than presented as published facts.
✓ Primary sources first✓ Modeled figures labeled✓ Published after automated review
Company disclosureS1
OpenAI
Research acceleration: The view inside OpenAI
Publication reporting internal research agent-workday intensity from mid-August; not an economy-wide productivity measurement.
Open original source ↗
Company disclosureS2
OpenAI
The Work Now Within Reach
Company-reported adoption, serving software cost reduction and chip benchmark. Rated chip power is not facility power; benchmark endpoints are not fleet averages.
Open original source ↗
Model note. Market heat, composite indices, tracking baskets, and selected forecasts are editorial models for directional comparison—not live prices, official statistics, or investment advice.
Publication review. Every Wednesday and Saturday candidate passes automated checks for source availability, value ranges, bilingual completeness, and traceability. Publication proceeds only after an auto-publish decision bound to the exact candidate; source conflicts and anomalous changes are escalated for human review.