AI Adoption Without the Theatre
A practical framework for choosing which processes to automate first — and which to leave alone.
The gap between AI pilots and AI value is process selection. Most organisations begin with the most visible workflow rather than the most tractable one, and the pilot stalls when accuracy requirements collide with real operational tolerance.
A better starting filter has three tests: the process is high volume, the cost of an error is recoverable, and the output is verifiable by someone already in the workflow. Processes that pass all three deliver measurable savings within a quarter.
Once one workflow is live and trusted, the organisational appetite changes. Adoption becomes a sequencing problem rather than a persuasion problem — which is a much easier problem to manage.
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