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Measuring Whether AI Is Helping Print

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Judging the benefit honestly.

WHAT TO MEASURE

Time saved on specific tasks Output produced Quality, judged by whoever receives the work Errors introduced

THAT LAST ONE

Frequently unmeasured, and it determines whether the time saving is real.

Time saved drafting and lost correcting is not a saving.

HOW TO MEASURE

Time a task before and after, on the same kind of work.

Not impressions. Actual comparison.

WHAT FREQUENTLY HAPPENS

Substantial saving on drafting Some additional time on verification Net positive for routine work, neutral or negative for work requiring precision

WHAT TO WATCH FOR

Output volume rising while quality falls Verification being skipped as familiarity grows Skills eroding in areas that matter

REVIEWING

Quarterly, for the first year.

THE HONEST QUESTION

Is the work better, or just faster?

Both are legitimate benefits. Confusing them is not.


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