Tested

Self-Reported Attribution Analyzer

Write a 'how did you first hear about us' post-purchase question, then count each channel's share of answers by script with and without 'I don't remember', recode Other text only when it names a channel, and compare with spend as an estimate.

Channels

  • Grok Bot
  • Claude
  • ChatGPT
  • Cursor
  • Any agent

Inputs

  • Channels the business is active in, in the user's labels
  • Rows: order ID, answer chosen, Other free text
  • Date range of the answers
  • Total orders in the period, for the response count. Default: not shown
  • Spend per channel in the period. Default: no spend comparison