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Claude can be enabled in Microsoft Foundry, but that does not mean it can handle real production data. Use this go/no-go checklist to review data flow, responsibility, logs, and fallback.
Claude Science moves AI toward a workbench. Before adopting similar tools, teams should check data inputs, tool permissions, reruns, audit trails, and handoff format.
Anthropic says Claude now handles most internal analytics questions, but the key is not simply a smarter model. Teams first need fixed data sources, metric definitions, query steps, and review rules.
If AI keeps moving when it is uncertain, errors spread into documents, code, and customer replies. Define when it must stop and ask a human.