Agencies urged to measure AI visibility beyond search rankings

Search Engine Journal is urging agencies to look beyond search rankings and citations when assessing how visible a client is in AI-generated responses. Its proposed approach focuses on three questions: whether a brand is included, how it is framed and whether it receives an endorsement. Together, those measures can help agencies explain changes in visibility and identify practical next steps for clients.

Inclusion is the starting point: does the response mention the brand at all? A citation can be useful to track, but it is not the only form of visibility the article suggests examining. Agencies can also record whether a client appears in the response itself, then use that information alongside existing ranking and citation reports rather than treating any single measure as the complete picture.

Framing adds context to the mention. Instead of reporting only that a brand appeared, an agency can review how the response describes it and what role it assigns to the brand. That distinction gives clients a clearer basis for discussing visibility: being named in an answer and being presented in a particular way are separate observations that can be reported separately.

Endorsement is another distinction in the article’s framework. A response may include a brand without explicitly recommending it. Reporting can therefore distinguish a mention from an endorsement, rather than combining both into one visibility figure. An agency could show clients examples of each type of appearance and explain what changed between reporting periods, while avoiding claims that go beyond the responses reviewed.

The framework also gives agencies a way to make reports more actionable. For each observation, a report can state what was found, describe the relevant context and identify a possible next step. Comparing inclusion, framing and endorsement over time can help structure that discussion. Existing search rankings and citation counts can remain part of the report, but should be read alongside those additional observations.

What this means for marketers

Marketers reviewing agency reports can ask for more than a count of rankings or citations. Request examples showing whether the brand appeared, how it was described and whether it was endorsed. Use those findings to discuss what changed and what the team should investigate or adjust next, keeping the evidence and recommended action distinct.