← Atlas Theme · spans 1 topics
SMB agent adoption runs through off-the-shelf products, not agent platforms.
OpenAI's EU telemetry and the OECD's 12-country survey both show small firms absorbing agentic capability inside products they already use, while tailored agent deployments stall on time, cost, and skills.
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Evidence window
The convergence
The same conclusion keeps arriving from across the workspace's research — 1 topics independently instantiate this theme. Filter the evidence by where it came from:
How companies are using autonomous AI agents
OpenAI Economic Research: Agentic Tools Pass Half of EU Enterprise Token Output; SMB Use Up 8.1x (October 2026) SMB agent growth is measured entirely inside an off-the-shelf product (ChatGPT Enterprise/Business tiers), confirming adoption arrives pre-packaged rather than through deployed platforms.
How companies are using autonomous AI agents
SMB AI Agent Adoption: Off-the-Shelf Dominance, Emerging Agent Experimentation (OECD D4SME 2026) Cross-national survey evidence confirms small firms buy agents as features inside existing tools, with platform-style deployment blocked by time, cost, and skills gaps.