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How to ThinkIn the Age of AI

Multiply direct correction time by 3x for true cost…

Track the full cost of recurring corrections by multiplying direct time by three to account for context-switching, opportunity cost, and verification overhead, revealing the true resource drain that justifies prevention investment.

When This Fires

  • When evaluating whether a prevention investment is worthwhile (Calculate optimization breakeven time — if payback exceeds… breakeven calculation)
  • When recurring corrections feel small individually but collectively drain significant resources
  • When justifying process improvement investments that prevent errors
  • When the direct time of corrections underestimates their true organizational impact

Common Failure Mode

Using only direct correction time in cost analysis: "This error takes 10 minutes to fix, so it's not worth automating prevention." At 3x, the true cost is 30 minutes. If it recurs weekly, that's 26 hours annually — easily worth an 8-hour automation investment. The direct-time-only analysis systematically underinvests in prevention because it ignores two-thirds of the actual cost.

The Protocol

(1) For each recurring correction, track direct correction time: how many minutes does the fix itself take? (2) Multiply by 3 for the fully-loaded cost. This accounts for context-switch recovery, opportunity cost, and verification. (3) Annualize: multiply the weekly fully-loaded cost by 52. (4) Compare the annualized correction cost to the one-time prevention investment (Calculate optimization breakeven time — if payback exceeds…). If prevention cost < annualized correction cost → prevent. (5) For corrections that occur daily rather than weekly, the 3x multiplier may be conservative — daily interruptions compound context-switching costs more heavily. Consider 4-5x for high-frequency corrections.