New Consumer / Community
A new-consumer community brand · Using GEO agents t…
Using GEO agents to rewrite high-quality post summaries at scale, the brand became one of the preferred citation sources when leading AI answers lifestyle questions.
Materially higher
AI citation share
Clear growth
Off-platform search referral
More than doubled
Content reuse rate
Substantially lower
Operational headcount saved
Challenge
A large library of UGC was rarely cited in AI conversations — when users asked about 'weekend trips' or 'seasonal outfits', AI leaned on long-form articles and traditional media, undervaluing the brand's UGC.
Solution
Maxfound AI and the customer jointly built a 'post-summary structuring' agent pipeline: automatically surfacing high-value posts, extracting Q/A pairs, generating AEO-friendly schema tags, and regularly pushing them to index sites that AI crawlers can reach.