— Topic —
2 receipts tracked • 100% industry hit rate
— Filed —
RECEIPT #AARON-
AUG 08, 2025
PREDICTION BY
Aaron Goldman“Ads on ChatGPT will become CPA.”
FOLLOW-UP
Specific, falsifiable call about pricing model. Will be evaluated when OpenAI or another major LLM platform formally launches an ads product and discloses pricing structure.
ORIGINAL SOURCE
AI agents pave the path to CPA ads (LinkedIn)RECEIPT #DOMINI
MAR 11, 2015
PREDICTION BY
Dominic Field“As a result, using these techniques, advertisers can improve CPA—the critical metric for most digital campaigns—by an average 32 percent and, in some cases, more than 50 percent. ... Our 2014 study showed that display retargeting from paid search ads delivered, on average, approximately 40 percent lower CPA than content-based and standard-behavioral-targeting techniques.”
FOLLOW-UP
Digital attribution and retargeting tools achieved 30-60% CPA reductions by 2018-2020, with continued improvements, broadly validating the forecast of 32-50%+ improvement and 40% lower CPA from retargeting.
