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Start enterprise AI with a task worth doing

Define inputs, outputs and validation methods around a real role before deciding how to begin.

Application methods

Start with frequent, well-defined work

A recurring report, a set of frequently searched documents or a rule-based business task can be a useful starting point. Understand who does the work, which materials they use and who receives the results before assessing whether AI is suitable.

Agree on what usable means

Do more than check whether AI produces an answer. Review information completeness, supporting evidence, output format and human-review requirements. Turn these into real test tasks to create a basis for improvement.

Include preparation, review and revision

Assess the full workflow. Preparing materials, checking results and reworking outputs also take time. Begin with a small trial, record quality, problems and adoption, then decide what to retain, change or extend.

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