MAX-MAXXINGby HPRFX

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productivityDocumented

VALUEMAXXING

The corporate practice of replacing raw AI-usage metrics with measures of value, outcome, quality or return per unit of AI spend.

THE DASHBOARD HAS LEARNED A NEW WORD.

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Part 4 of 4

AI ATE THE METRIC

ai-maxxingtokenmaxxingmodelmaxxingvaluemaxxing

What is VALUEMAXXING?

VALUEMAXXING arrives when TOKENMAXXING becomes too visibly expensive. Tokens, sessions and requests are replaced by value per token, return on AI spend, completed work or business outcome. It is partly a correction and partly another attempt to make an ambiguous human result legible to a dashboard.

Supposedly maxes

ATTENTION / INTERPRETATION / PARTICIPATION

Adherents believe

  1. More usage is not more value.

  2. The metric should follow the outcome.

  3. AI adoption without impact is theatre.

  4. Efficiency matters only in relation to a useful result.

  5. A better metric can repair the incentive created by a worse one.

You may already be VALUEMAXXING if…

  • you ask what an AI workflow produced rather than how often it ran
  • your reports include value per token
  • usage leaderboards have been replaced by ROI dashboards
  • every automation must justify its cost
  • you have discovered that value is harder to define than tokens

Typical practices

  • value-per-token reporting
  • outcome-based AI reviews
  • ROI dashboards
  • cost-quality comparisons
  • replacing usage targets with business goals

Spotted in the wild

ForbesWhy Tokenmaxxing Is Out And Valuemaxxing Is In

Directly describes valuemaxxing as a response to overspending.

IBMTokenmaxxing is dead, long live valuemaxxing

Defines the shift from maximum use toward value and outcome.

ForbesYou’re Celebrating The Wrong Number: Tokens Are A Means, Not A Metric

Supports the critique of token volume as evidence of output.

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