How should brands attribute sales generated through AI agents?

Answer

Brands should avoid relying exclusively on last-touch attribution because AI agents may participate in only one part of a longer customer journey. Management should combine referral and transaction data with incrementality testing and customer-journey evidence rather than assigning full credit to whichever system records the final interaction.

Why this matters

Poor attribution can cause the company to overinvest in intermediaries that harvest demand rather than create it.

What management should examine

  • Agent-originated traffic.
  • Assisted conversion.
  • New-customer rates.
  • Incremental lift.
  • Repeat behavior.

What good looks like

Capital allocation reflects the channel’s actual contribution to demand rather than convenient attribution rules.

Related questions and resources

James Thomson – former Amazon executive, four successful exits, board member/investor, and author of two books on marketplace governance and brand strategy.

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