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Models · Tools
Agents, models and AI search, and what they change for marketing teams.
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Tie every agent to an outcome and success becomes repeatable
Mixpanel's Agent Intelligence shows the pattern: tie each agent run to a user and an outcome, and you can diagnose, fix and repeat what works. It applies to any marketing flow.
AIAI Mode cuts clicks and Search Console hides it, so measure outcomes
A randomized experiment shows Google's AI Mode sends fewer clicks, and Search Console gives every AI Overview link one position. Track citations and revenue, not rank.
AISynthetic audiences are triage tools. Human taste still finds the message
The best of 13 frontier models reproduced 47.8% of real consumer reactions. Use synthetic panels to kill weak messages fast, and let human judgment pick the winner.