Data-driven perspectives on SEO, marketing, and digital growth.
A useful monthly answer engine optimization (AEO) and generative engine optimization (GEO) report explains whether comparable answers changed, whether their claims are accurate, and which evidence justifies the next action.…
Connect an observed AI referral to a qualified enquiry by preserving the captured session reference when the enquiry is accepted,…
Measure recommendation frequency as the share of eligible answers that positively propose a named option. Record explicit comparative preference separately,…
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Record the test conditions before interpreting a change in an AI answer. The exact prompt, answer surface, search configuration, location…
A branded question gives an assistant a business to evaluate. A discovery question asks the assistant to find suitable businesses.…
An agency can appear in every answer to a prompt that already contains its name and still be absent when…
Ask an AI where its recommendation came from, then investigate the sources it supplies. A follow-up explanation can help you…
An AI citation supports a claim only when the cited material establishes that claim at the same scope and strength.…
A citation can support a sentence about an AI search feature while establishing nothing about the agency named beside it.…
An answer can praise a company and still tell the buyer to choose something else. Consider this fictional illustration: Meridian…