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A practical comparison for agent workflows, coding, data analysis and computer use, with benchmarks, API prices and a plan for your own evaluation.

Duet works across connected apps in the background, but its preview remains US-only. Businesses should focus on a bounded pilot and reviewable actions.

Claude Cowork can turn one narrated screen demonstration into a reusable skill. Record a Skill is not a substitute for process design, but for the right workflow it is an unusually fast way to move AI automation from idea into real work.

More reasoning does not automatically improve a workflow. Effort, advisory task budgets and enforced operational limits serve different purposes. Here is how to evaluate them.

Opus 5.5 cuts token and cache costs, but changes thinking, tool selection and conversation handling. Validate the integration first, then measure cost per completed task.