Q1 2026 Search Report

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

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Victorious technical team discusses the components of AEO.

AEO Guide

A Practical Guide to Answer Engine Optimization

This guide shares insights from our ongoing research into how AI-powered search systems surface answers and cite sources, with practical guidance for improving visibility.

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AI hasn’t replaced search, but it has reshaped brand discovery.

AI Overviews, ChatGPT, Perplexity, and Claude are changing how people find answers, but they haven’t replaced traditional search. To maintain visibility in a fragmented search environment, you need a unified strategy that works across AI-powered platforms and conventional search experiences.

At Victorious, we’re integrating answer engine optimization (AEO) into comprehensive SEO strategies that build brand recognition everywhere your customers search. 

Our team runs structured experiments that inform those strategies, examining how AI systems surface information, what influences citations, and how visibility differs across AI-powered search experiences.

With this guide, we’re opening the doors to our learning lab so you can experiment alongside our strategists and engineers. We’ll continue sharing what we learn about AEO and practical ways to improve your visibility in AI search.

Last updated: 2/23/2026

Victorious AEO Research

Go Beyond AEO Basics

We're committed to creating clarity and sharing helpful research to inform your approach to AEO.

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Are you losing ground to competitors in AI search?

Shifts in search behavior raise new questions about brand discovery, customer consideration, and competitive positioning.

Let’s talk about what’s changing in your market and how we can help evolve your search strategy.

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