Q1 2026 Search Report

New research: How 177 brands show up in AI vs. traditional search.

Read the Report

Answer Engine Optimization

Answer Engine Optimization Resources

Podcast Episode

Most marketers treat AI search as a black box that either likes their brand or doesn't. It isn't. Behind every answer an AI gives about you sit two very different machines, one that talks and one that knows, and they behave in ways you can actually reason about once you've seen how each was built. Learn more about the history of AI search in this week's episode.

9 m read
Blog

The debate over whether answer engine optimization (AEO) and search engine optimization (SEO) are the same discipline misses the more pressing question: where should your search investment actually go? The overlap between organic rankings and AI citations has dropped quickly, and that gap is where most programs are bleeding visibility right now.

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5 m read
Blog

Your GA4 reports probably show almost no traffic from AI search platforms, but that doesn't mean it isn't there. Google's native AI Assistant channel catches part of it, but building a custom segment will help you build a more complete picture of traffic from LLMs.

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Podcast Episode

Most AI-driven visits land in your analytics as direct traffic with no source label, which means your current reporting can't tell you whether your brand is showing up in ChatGPT, Perplexity, or Google's AI answers. This episode breaks down why that gap exists and shares how to build the measurement layer that actually captures it.

Podcast Episode

The buyers who arrive at your site from AI are further along in their decision than almost any other traffic source. Getting in front of them takes a different kind of work than ranking in traditional search, and that work is cheaper to do now than it's likely to be later.

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Podcast Episode

In this debut episode of The Search Signal, Michael Transon cuts through the acronym soup to show what the data actually says, where this confusion is coming from, and what it means for how you should be allocating your search marketing budget right now.

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11 m read
Blog

Your GA4 reports probably show almost no traffic from AI search platforms, but that doesn't mean it isn't there. Google's native AI Assistant channel catches part of it, but building a custom segment will help you build a more complete picture of traffic from LLMs.

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5 m read
Blog

Schema tells AI systems who you are. It doesn't tell them what you're known for, and that's the gap where most AEO strategies stall. Building genuine entity authority means working across three distinct layers: structured data, topical content depth, and the external co-citation signals that validate your reputation.

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6 m read
Blog

If you're hearing "entities" everywhere in SEO conversations lately, you're not imagining it. What used to be niche technical discussion has become unavoidable as AI-powered search reshapes how content gets discovered and cited.

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Ebook

Victorious analyzed 1,540 real-world queries to map how AI overviews and AI Mode cite and display domains.

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