6 articles
AI citation tracking is structurally different from brand-mention monitoring — and most teams are instrumenting it incorrectly. Here is the practitioner framework for prompt libraries, sampling cadence, deduplication, and multi-platform SOV reporting.
Ekamoira Research Team
Evaluating AI brand monitoring tools in 2026 reduces to seven criteria — and the answer is usually three tools, not one, because the architectures solve different problems.
Ekamoira Research Team
AI brand monitoring measures how a brand surfaces inside LLM answers — a different instrument from social listening. Here are the foundations and the 2026 market snapshot.
Christian Gaugeler![What Is Query Fan-Out? Definition, How It Works in AI Search [2026 Research]](/_next/image?url=https%3A%2F%2Fjpsdnjsdtqxqxhjrigho.supabase.co%2Fstorage%2Fv1%2Fobject%2Fpublic%2Fblog-images%2Fog%2Fquery-fan-out-custom-fanout.png&w=3840&q=75)
A December 2025 study by Surfer SEO analyzing 173,902 URLs across 10,000 keywords found that 68% of pages cited in AI Overviews were NOT in the top 10 organic r...
Ekamoira Research Team
Track your Google AI Mode rankings using a three-tiered approach: free GSC monitoring, structured manual tracking, and automated AI visibility tools. This complete 2026 guide covers setup, pricing, and strategies for handling AI result volatility.
Christian Gaugeler
Between 50% and 90% of LLM-generated citations don't fully support the claims they're attached to, according to peer-reviewed research published in Nature Commu...
Soumyadeep Mukherjee