Alchemy Hill Advisory

Comparisons

AI for efficiency or AI for opportunity: what is your programme actually for?

Almost every AI programme is sold on saving money and time. That is the smaller half of the question, and it has a floor.

The distinction

Efficiency removes a cost, once, and every competitor buying the same tools reaches the same floor. Opportunity capture creates something you could not previously sell, and it compounds.

Pointed at efficiency

The programme is justified by hours saved or headcount avoided.

  • The business case is a cost line
  • Success is measured in time saved
  • If every tool disappeared, some admin throughput would suffer and nothing else
  • Tools were chosen team by team

Pointed at opportunity

The programme changes what the business is able to sell or serve.

  • The business case names a revenue or retention metric
  • A service customers now expect exists only because of it
  • The tools read one operating picture rather than sitting side by side
  • Someone owns the output when it is wrong, with a defined fallback

Steal this

The Disappearance test

Ask the leadership team one question and listen to the answer.

  1. If every AI tool we run vanished overnight, what breaks first?
  2. Would a customer notice?
  3. Would a revenue line stop?
  4. Could a person absorb the work within a week?

Reading it: If nothing breaks that a person could not absorb in a week, the programme is efficiency-shaped. That is not a failure. It is a starting position, and it tells you the next move is a brief, not another tool.

Efficiency is table stakes and worth having. But a programme that only saves money has a ceiling, and the businesses that pull away are the ones that pointed it at the opportunity instead.

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