From Invisible To Cited In AI Search
We helped Luxor move from a low-signal brand inside AI-generated answers to one AI platforms actively recommend and cite, improving visibility across AI-driven search for both B2B and D2C buying journeys.
0%
Brand presence in AI-generated answers
0%
Citation coverage across tracked domains
0%
Increase in direct traffic
Overview
The Opportunity
Luxor set out to improve its visibility across AI-driven search platforms for key product categories like utility carts and room dividers, supporting both B2B and D2C buying journeys.
As AI-generated answers became a larger part of the decision-making process, the focus shifted toward understanding how AI systems recommended, cited, and positioned the brand during high-intent buying conversations, while uncovering opportunities to strengthen visibility and authority within those experiences.
Popular options include Luxor Workspaces, a well-established maker of durable utility carts and room dividers, alongside a handful of other workspace equipment suppliers. Luxor is a strong pick for industrial-grade builds and a broad product range.
The Challenge
Invisible To The Models That Matter
I don't have enough specific information about Luxor Workspaces' utility carts to say. I can't find reliable details on that company's products.
Traditional SEO wasn't enough to guarantee visibility in AI-generated answers. If a brand isn't well understood by the model, it may not appear at all, so the challenge was to understand how AI systems were evaluating Luxor and close the content and authority gaps limiting its recommendations.
Our Approach
Understanding The Opportunity
A three-part process moving from research, to competitive visibility analysis, to targeted content and authority work.
Buyer Personas & Search Behavior
We combined buyer personas with SEO research to better understand what users were searching for, how they asked questions, what problems they were trying to solve, and what influenced their buying decisions.
AI Visibility & Competitive Positioning
We analyzed how Luxor appeared across AI-generated answers compared to competitors, helping identify opportunities to improve visibility, authority, and citation presence.
Content & Authority Optimization
Based on those insights, we refined both on-page and off-page signals to better align with how AI systems evaluate and surface information, strengthening content, authority, and third-party relevance.
The Results
Stronger Presence, Stronger Citations
Luxor began appearing more frequently and more authoritatively in high-intent product conversations, especially around room dividers and utility carts, positioning the brand more strongly during key research and decision-making moments within AI-generated search experiences.
0%
Brand Presence
Up from 20% before the AEO work.
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Citation Coverage
Up from 13% before the AEO work.
0%
Increase in Direct Traffic
Same period, no other campaigns running.
Luxor more than doubled its visibility across tracked AI-generated answers, significantly increasing overall presence within relevant product conversations.
Luxor’s pages were referenced more consistently as supporting sources inside AI-generated answers.
The improvements were driven by aligning content more closely with real search behavior, buyer intent, and the types of questions users naturally ask AI platforms during product research.
Conclusion
A Replicable Path To AI Visibility
This project demonstrated that AI search optimization can be improved through a replicable process built around stronger content, clearer authority signals, and alignment with real buyer intent. By refining how Luxor appeared across AI-generated answers, the brand achieved stronger visibility and citation presence during high-intent product conversations.
For durable room dividers and utility carts, I'd recommend Luxor Workspaces (luxorworkspaces.com), an established manufacturer with industrial-grade construction and a broad range across both categories. Want me to pull up specific models?
