Connect AEO to business results by linking observable AI-referred visits with meaningful conversion events, such as a qualified enquiry, booked consultation, or completed purchase. Preserve available source information when leads enter your CRM, and compare their quality and progression with other channels. Review outcomes on the pages improved through the AEO program rather than counting every new lead as an AEO success.

Attribution will remain incomplete because some users never click a citation, return later through another channel, or arrive without a usable referrer. Add a voluntary discovery-source question to lead forms or sales conversations and treat those answers as supporting evidence. Report directly attributed outcomes separately from possible influence. Any return calculation should include supplier costs, tools, and internal work, and should acknowledge other marketing changes that occurred during the same period.