What We Did: The AEO Case Study Breakdown
Schema Markup — Built for AI Extraction
We implemented a comprehensive schema architecture across every service page — Service schema, Organization schema, Person schema, FAQPage schema, and Offer schema with pricing signals. Each schema node was connected using @id references to create a knowledge graph that AI engines can traverse and cite with confidence. This is the structured data foundation that tells ChatGPT not just what we do, but who we are, what we charge, and why we’re credible.
Page Speed — From 54/72 to 100/100
Our mobile PageSpeed score was 54 and desktop was 72 — both well below the threshold that signals content authority to AI engines. Page speed is a direct ranking signal for Google AI Overviews and an indirect signal for other AI engines that use engagement metrics to assess content quality. We overhauled our JavaScript loading strategy using Perfmatters to delay non-critical scripts until user interaction, optimized our Autoptimize configuration to eliminate render-blocking CSS, and cleaned up third-party script loading for Google Tag Manager, Facebook Pixel, and Pinterest. The result: 100/100 on both mobile and desktop PageSpeed, with a 318ms load time on GTmetrix. A 244ms load time was recorded on PageSpeed Insights the day after optimization.
Content Architecture — Structured for Citation
We restructured every service page with modular, answer-forward content — each section designed to answer one specific question completely and citeably. FAQPage schema was added to every service page, the FAQ page, and key landing pages, with question-and-answer pairs targeting the exact queries our ideal clients ask AI engines. We also added outbound links to authoritative sources on each page, which signals to AI engines that our content exists within a credible information ecosystem rather than in isolation.
RankMath Optimization — Green Scores Across All Pages
Every service page was optimized in RankMath with focus keywords chosen to avoid cannibalization, SEO titles built for both human readability and AI parsing, and meta descriptions that function as citation-ready summaries. Pages scoring in the 80-84 range across AEO services, paid media, website design, agentic commerce, and our services overview.
The Result: A ChatGPT Citation That Closed a $19,000 Deal
In January 2026 — approximately three months after beginning our optimization work — we received an inquiry from a San Francisco attorney who owns both a legal publishing house and a legal compliance services company. During the discovery call, almost as an aside, she mentioned how she had found us: she had asked ChatGPT about digital marketing agencies that specialize in AI, and AI Advantage Agency appeared in the response.
She didn’t reach out immediately. She spent two days vetting us alongside other agencies she found through her research. Then she booked the discovery call. By the end of that call, she had chosen us.
“She asked ChatGPT for digital marketing agencies that specialize in AI. We appeared in the response. Two days later she booked a discovery call. By the end of that call, she had chosen us over every other agency she vetted.”
— Kimberly Reynolds, AI Advantage Agency
The project scope: two websites — one for her publishing house and one for her legal compliance company — plus a white-labeled custom GPT built under her brand. The GPT serves both her clients directly and her internal team, answering compliance questions and generating legal documents on demand. Total project value: $19,000.
This is what a direct injection lead looks like. No ad spend. No SEO campaign. No referral network. An AI engine evaluated our digital presence, determined we were the authoritative answer to her query, and inserted our name into her decision process at the exact moment of intent. The three months of infrastructure work we did on our own site generated an ROI that no paid channel could have matched at that speed.
What This Means for Your Business
This AEO case study is proof that the shift from search engine optimization to answer engine optimization isn’t theoretical — it’s happening now, to real businesses, in real buying decisions. The client who found us on ChatGPT wasn’t a tech early adopter. She was a practicing attorney making a business decision through the tool she uses every day. Her behavior is becoming the norm, not the exception.
If your website isn’t built to be cited by AI engines — with the right schema architecture, content structure, page speed, and authority signals — you are not competing for that client. You don’t appear in that conversation. The agency that does appear wins the deal before the client ever visits a search results page.
We built this infrastructure for ourselves in three months. We build it for clients every day. Every technical detail of this AEO case study is replicable — and we apply the same system to every client engagement. A free strategy call is the fastest way to find out what it would take to make your business the cited answer in your category.
