SEMRUSH PRACTITIONER SERIES AI SEARCH  |  SEO

Measure What Matters: The Practitioner's Playbook for SEO and AI Search

with Alisa Scharf, Chief AI Officer

Forcing SEO-era frameworks onto AI search is like trying to fit a square peg in a round hole. In this Semrush webinar, guest speaker Alisa discusses why AI search should be measured and funded like a brand awareness channel.

Read Alisa's key takeaways

 

semrush-webinar-alisa-2026

Alisa Scharf, Seer's Chief AI Officer, recently shared why brands should be wary of treating AI search as a performance channel in a webinar hosted by Semrush. Alisa appeared alongside Amanda Natividad, founder of Zero Click Marketing and Chief Evangelist at SparkToro. The webinar was hosted by Anastasia Smoroda, SEO & Visibility Specialist at Semrush.

Here are Alisa's top takeaways on why brands should focus on getting KPIs right and avoid putting citations in front of executives.

Alisa's Key Takeaways

1. Treat AI Search as an Awareness Channel

Alisa's perspective: AI referral traffic remains tiny even though millions of people use LLMs. That's why Alisa recommends treating AI search as awareness, not a performance channel. For now GEO is incapable of delivering significant ROI, because brands can't invest enough to influence the models. 

What your brand can do: Set your AI search KPIs to match those you use for other awareness channels like podcast ads or YouTube pre-roll. Measure impressions and visibility among your target audience, not just clicks. The exception here is for brands with AI-forward audiences, who can use referral conversations as a more reliable indicator. 

2. Track the Right KPIs 

Alisa's perspective: For most brands where GEO isn't a performance metric (AKA about 90% of companies), Alisa suggests focusing on three KPIs: share of mentions (are you being mentioned alongside or more than competitors?), brand messaging pull-through and accuracy (are models getting your brand right?), and recommendation rate (are models actively recommending your brand?). Even if you aren't getting AI referral traffic, buyers are likely asking AI about your brand - and you want those mentions to be accurate.

What your brand can do: Pick a measurement tool with an MCP connector so you can pull out the data and track model recommendation rates. Track share of mentions against competitors. Audit how models describe your brand, and fix inaccuracies. Correlate GEO metrics with pipeline contribution.

3. Use Citations as a Diagnostic (and Don't Put Them in Front of Execs)

Alisa's perspective: Citations are the equivalent of page-two rankings in SEO - a useful signal for strategy, but not an executive-level KPI. Citation rates can rise and fall as models change, and Alisa sees little evidence that buyers click through citations beyond minor influence.

What your brand can do: Track citations for diagnostics and content prioritization. Don't chase citation sources as they shift. Instead, focus on where your customers spend time online (a tool like SparkToro can help). Publish insights when you have something worth saying, not just for the sake of freshness. 

4. Research Prompts Instead of Keywords

Alisa's perspective: People ask LLMs questions and phrases, not keywords. Don't rely too heavily on keyword tools to understand related AI queries and responses. And focus on branded prompts to move the needle quickly, because models treat your brand as the source of truth for brand-specific questions.

What your brand can do: To get the best insights, monitor how real people search about your industry and brand. Run moderated user testing, giving them specific tasks and letting them use any platform or website. Test and learn on branded prompts and questions a buyer would ask about your brand.

 

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Alisa-Scharf-Headshot

Alisa Scharf

Chief AI & Innovation Officer

Alisa Scharf has over a decade helping Seer clients and teams navigate the biggest shifts in digital marketing. She's a regular conference speaker on AI-driven search and the value of operationalizing AI within organizations.

amanda-headshot

Amanda Natividad

Founder of Zero Click Marketing, Chief Evangelist at SparkToro

Amanda Natividad is the founder of Zero Click Marketing, a consultancy and media company, and co-author of the forthcoming book Zero Click Marketing. She is also Chief Evangelist at audience research startup SparkToro.

Anastasia-Smoroda

Nastia Smoroda

SEO & AI Visibility Specialist, Industry Partnerships Manager, Semrush

Anastasia (Nastia) Smoroda is an SEO & AI Visibility Specialist and Industry Partnerships Manager at Semrush. She's spent five years at Semrush in several sales, business development, and marketing roles.

"You would never say a Super Bowl commercial is successful or unsuccessful based on how much traffic it drove to a website."

- Alisa Scharf
Chief AI Officer , Seer Interactive

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