Zoe
Memory poisoning attacks on AI agents evade every safety classifier. A new paper from UT El Paso and UIUC shows how a single document can persist indefinitely in shared knowledge bases - and what it means for brand governance.
Zoe
The Now Agency and Zeover announced a strategic AI Visibility partnership through Reign Maker Group, connecting creator-led social distribution with GEO measurement and execution.
Mia Lefferdink
Zeover's citation data shows Facebook is not the loudest social citation surface, but it has a stable role in Grok and a May entrance in Sonar. The Facebook way is community proof, local context, and measurable post engagement.
Zoe
AI agents are becoming marketing operators, not just writing assistants. MCP, A2A, and action protocols make brand context, permissions, and machine-readable assets part of modern GEO.
Zoe
AI systems do not need more generic brand content. They need clean context: consistent facts, sourced claims, structured data, llms.txt, and pages that make the brand easy to retrieve and reuse.
Mia Lefferdink
Zeover's citation data shows Instagram is still a small AI citation surface, but its share is rising across Sonar and Grok. The Instagram way is visual proof plus searchable text, not visual content alone.
Mia Lefferdink
Zeover's citation data shows Reddit is still the broadest social citation winner, but not an uncontested one. YouTube, LinkedIn, and X are taking clearer roles by query type, which means Reddit's share can compress even when Reddit remains central.
Mia Lefferdink
Zeover's citation data shows TikTok is not yet a broad AI citation surface. It matters for native TikTok search and some GPT-5.4 social results, but the cross-model citation case is still thin.
Mia Lefferdink
Zeover's citation data shows X behaving like a model-specific, recency-driven citation surface. The X way is not evergreen authority at scale. It is timely, public, source-linked commentary that helps AI systems understand what changed and who said it.
Mia Lefferdink
Zeover's citation data shows LinkedIn gaining share across AI search surfaces, especially for Grok and Sonar. The LinkedIn way is not more posting. It is professional, attributable, source-rich publishing that AI answers can cite.