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- Because AI work is iterative and experimental, CPMAI recommends communicating timelines in phases with range estimates rather than fixed dates. Stakeholders should understand which phases (experimentation, modeling) carry genuine uncertainty and which (engineering, operationalization) are more predictable. This transparency manages expectations and reduces overpromising, a key CPMAI failure mode.