What types of Shopify brands benefit most from AI search?

High-ticket and highly technical products benefit the most. When a consumer is about to spend $1,000–$10,000, the research burden is significant. AI tools can condense weeks of research into minutes — comparing models, prices, energy costs, reviews — making them particularly powerful at accelerating high-consideration purchase decisions. Supplements, skincare, pool equipment, saunas, and home gym equipment are strong examples.

Are AI rank tracking tools worth using?

The agency tested several and found them unreliable — each reported significantly different findings, and most inflated visibility metrics by defaulting to branded terms the brand would rank for anyway. The most trustworthy data source is GA4, tracking ChatGPT referral traffic and revenue week over week. It's a more primitive signal but not skewed by the tool's incentive to retain subscribers.

How much of AEO is just traditional SEO?

Roughly 80–90%. The largest LLMs scrape Google for their content — if a brand performs well on Google, it will appear in AI answers. The remaining 10–20% is: competitor comparison content, branded Reddit mentions, deliberate schema implementation, product page FAQs, and consistent backlinks. The core SEO foundation does most of the work.

What is Moneyball SEO?

Moneyball SEO is the agency's internal term for building out a large number of longtail collection pages targeting subcategory keywords rather than concentrating effort on one competitive head term. A pool heater brand targeting only 'pool heaters' puts all its ranking effort on one high-competition keyword. Building 25+ pages for above-ground, in-ground, 5,000-gallon, variable-speed, and inverter models spreads the bets, lowers competition per page, and reaches buyers who are closer to purchase intent.

Should brands pursue a solely AEO strategy?

No. Brands that have dropped traditional SEO to pursue a pure AEO strategy have seen their organic search revenue decline significantly. The recommended approach is a traditional core SEO strategy — collection pages, technical SEO, backlinks — plus the AEO-specific additions: Reddit mentions, competitor content, schema, and product page FAQs. AEO tactics build on a working SEO foundation; they don't replace one.

How did the agency track ChatGPT revenue without AI tracking tools?

GA4 referral traffic data. ChatGPT-referred sessions and their associated revenue are visible in GA4 as a referral source. The agency tracked this week over week, iterating based on whether the number was growing. No third-party AI rank tracking tools were used — all tested tools reported inflated and inconsistent data.

How We Generated $110K in Revenue from ChatGPT for One Shopify Brand

The $110,000 in ChatGPT-referred revenue didn't come from a new discipline. It came from applying existing SEO principles to a brand that sells pool heaters — a high-ticket, highly technical product — and adding a small number of specific tactics on top. No AI rank tracking tools. No content rewrite. No AEO consultants.

Who Benefits Most from AI Search

AI search is most valuable in purchase decisions where the research burden is high. When a consumer is about to spend $3,000 on a pool heater, $10,000 on a sauna, or even $400 on a skincare routine, the volume of options is overwhelming and the stakes of getting it wrong are real. What used to take days or weeks of reading reviews, comparing models, and weighing long-term costs can now take minutes when the work is offloaded to an AI tool.

High-ticket and highly technical products are the categories where AI search compresses the conversion window most meaningfully. Brands in those categories have the most to gain from being present in AI-generated answers.

What the Agency Did Not Do

Several approaches that get widely discussed in AEO circles were deliberately skipped:

AI rank tracking tools. Multiple tools were tested during the campaign. All of them reported significantly different findings, and all inflated visibility metrics — primarily because they default to branded terms the brand would rank for regardless. GA4 referral traffic data was used instead: ChatGPT-referred sessions and associated revenue, tracked week over week in GA4.
AEO or GEO consultants. The field is new enough that genuine expertise is rare. The tactics that drove results are grounded in traditional SEO, not novel AEO frameworks.
Rewriting existing content for "answer engine optimization." The site's content was not overhauled. New pages were built and existing tactics were sharpened.

Tactic 1: Moneyball SEO — 25+ Longtail Collection Pages

The brand had one core pool heater collection page. The agency built 25+ additional collection pages around longtail subcategory keywords: above-ground pool heaters, in-ground pool heaters, 5,000-gallon, 7,500-gallon, 10,000-gallon, fixed-speed, variable-speed, inverter models, and more.

The logic is straightforward. Targeting only "pool heaters" puts all ranking effort on a single high-competition keyword. Building 25 pages spreads the bets across less competitive terms — and those longtail searchers are closer to purchase intent. Someone searching "pool heaters" is browsing. Someone searching "7,500-gallon pool heater" is buying. More words in a search query correlates directly with higher purchase intent and conversion rate.

Tactic 2: Competitor-Driven and Middle-Funnel Content

For each of the top 10 competitors, two articles were created: a one-to-one comparison (Your Brand vs. Competitor) and a reviews-and-alternatives article (Competitor Reviews and Alternatives — with the client's brand as the primary alternative). A category buying guide was also built covering everything a buyer needs to know before spending $3,000+ on a pool heater.

The agency's workflow for this content type: competitor reviews are scraped from the competitor's site, branded Reddit mentions of the competitor are gathered, and Trustpilot and third-party review data is collected. All of it feeds into an AI workflow that builds a competitor dossier. That dossier, combined with the client's own brand dossier, produces a draft that's roughly 80% complete. The content team edits and optimizes the final 20% — internal links, headlines, fact-checking, additional depth where needed. The agency now produces 30–40+ of these articles per month across clients.

Tactic 3: Branded Reddit Mentions

Aged Reddit accounts bypass the karma requirements that prevent new accounts from posting in high-traffic subreddits. Using Semrush, Ahrefs, and social listening tools to identify relevant, high-traffic threads, the team places branded mentions woven into genuinely helpful comments — not pure promotion. The goal is to contribute enough value to the subreddit that the brand mention reads as a recommendation rather than an ad.

Tactic 4: Link Insertions

Link insertions — placing links within existing content on relevant, high-traffic sites — are more cost-effective than PR link campaigns and give more control over anchor text and destination pages. The agency uses link insertions as the primary backlink method for all clients, preferring the control and cost efficiency over the unpredictability of traditional PR outreach.

Tactic 5: Schema Markup

Research from BrightEdge, published in Search Engine Journal, demonstrates that schema markup improves brand visibility in Google's AI Overviews. The agency has gotten more deliberate about schema implementation across all clients and has seen correlated improvements in AI search visibility — including for this brand. Schema was added to products, collections, the homepage, and key FAQ pages.

Why Traditional SEO Is Still 80–90% of the Answer

The largest LLMs scrape Google to source their content. A brand that ranks well on Google will appear in AI-generated answers. That correlation is direct and documented. The agency's estimate is that traditional SEO accounts for roughly 80% of AI search performance — Tim Soulo from Ahrefs puts it closer to 90%. Either way, the implication is the same: the SEO foundation does most of the work.

The remaining 10–20% is the AEO-specific stack: competitor comparison content, branded Reddit mentions, deliberate schema, product page FAQs, and consistent backlinks. These are additions layered on top of a working SEO strategy — not a replacement for one.

Brands that have dropped traditional SEO to pursue a pure AEO strategy have seen organic search revenue decline. The recommendation is a core SEO strategy — collection pages, technical SEO, backlinks — plus the five tactics above. That combination is what produced $110K from ChatGPT for one brand, and it's what the agency runs for all clients now.

How We Made $100K With ChatGPT For Shopify