TL;DR: AI search tools like ChatGPT, Google’s AI Overviews, and Perplexity are changing how buyers research products before they ever visit a showroom. If your dealership is not showing up when a buyer asks “what is the best hot tub dealer near me” or “how do I choose a swim spa,” a competitor is. This post breaks down the seven biggest mistakes pool and spa dealers make when hiring someone to help with AI search optimization, also called AEO (Answer Engine Optimization) or GEO (Generative Engine Optimization), and how to evaluate whether a given agency actually knows what they are doing.
Why AI Search Matters More for Dealers Than Most People Realize
Buyers who are considering a $10,000 hot tub or a $25,000 swim spa do a lot of research before they walk into a showroom. They read reviews, watch videos, compare brands, and increasingly, they are asking AI tools for guidance. “What should I know before buying a hot tub?” “Which hot tub brands are most reliable?” “What size swim spa do I need for two adults?” These are exactly the kinds of questions that ChatGPT, Perplexity, and Google’s AI Overviews are now answering directly.
The dealers and brands that appear in those AI-generated answers as cited sources, recommended options, or mentioned authorities are getting free consideration from buyers who may never have found them through traditional search. The ones who are absent from those answers are missing the beginning of the buyer’s journey entirely.
AI search optimization for dealers is not a replacement for SEO or Google Ads. It is an additional layer of visibility that sits at the very top of the buyer funnel, at the moment when someone is first learning and considering. Getting it right requires a specific kind of expertise that most agencies do not yet have.
Here are the seven mistakes to avoid.
Mistake 1: Hiring an Agency That Treats AI Search Like Old-School SEO
The oldest and most common mistake. Some agencies will tell you they do AI search optimization and then proceed to do exactly what they have always done: optimize title tags, build some backlinks, and publish a few blog posts. These tactics matter, but they are not AI search optimization.
AI systems like ChatGPT and Google’s AI Overviews pull information from a very different set of signals than traditional search rankings. They prioritize sources that are cited across the web, that answer specific questions thoroughly, that use structured formats that machines can parse easily, and that demonstrate expertise and authority in a clear, consistent voice.
For a pool and spa dealer, this means the agency should be building content that directly answers the questions buyers ask AI tools: how to choose a hot tub, how to compare portable versus in-ground spas, what to look for in a dealer, how to evaluate warranty and service support. If the agency’s strategy sounds like what you were doing in 2019, it is not AI search optimization.
What to ask: What specific steps do you take to optimize content for generative AI results versus traditional search? How do you track whether your dealership is appearing in AI-generated answers? If they cannot give you specific answers, they are guessing.
Mistake 2: Ignoring the Difference Between AEO and GEO
These are related but distinct disciplines and both matter for dealers.
Answer Engine Optimization focuses on appearing in direct-answer features: Google’s AI Overviews, People Also Ask boxes, featured snippets, and voice search results. For a dealer, this means having content that clearly answers common buyer questions in a format that AI systems can surface directly.
Generative Engine Optimization focuses on influencing how tools like ChatGPT and Perplexity describe, recommend, or reference your dealership or the brands you carry when users ask conversational questions. This involves building the kind of third-party credibility (reviews, mentions in industry publications, citations from authoritative sources) that AI systems treat as evidence of legitimacy and quality.
An agency that only talks about one of these is not prepared to capture the full AI search opportunity. For a dealer, both matter because buyers use both types of tools at different stages of their research process.
Mistake 3: Accepting Vague Metrics That Do Not Connect to Leads or Sales
AI search is an emerging channel, and measurement is still maturing. Some agencies will hide behind that complexity to avoid accountability. Watch out for reporting that shows “AI visibility scores” or “share of voice” without any explanation of how those metrics connect to the inquiries and showroom visits that actually matter to your business.
Good AI search reporting for a dealer should include tracking which questions your dealership or the brands you carry appear in when answered by AI tools, movement in organic traffic and lead volume attributable to improved AI-era content, and changes in Google Search Console performance for conversational, question-format queries that AI systems are now answering with rich results.
If your agency cannot explain how their AI search work connects to your business, they are not measuring the right things.
Mistake 4: Choosing an Agency That Serves Every Industry Indiscriminately
AI search optimization for a pool and spa dealer requires a different strategy than AI search optimization for a software company or a law firm. The questions buyers ask, the way they research, the role of local credibility versus national brand authority, and the content types that perform well in AI answers all differ by industry.
A dealership selling considered, high-ticket products in a local market needs an agency that understands the dealer sales cycle, the role of manufacturer brand strength in buyer decision-making, and the specific questions that come up in the pool and spa research process. An agency applying a generic template across multiple unrelated industries will miss these nuances.
What to ask: Have you worked with home improvement dealers, outdoor living retailers, or businesses selling high-ticket products with in-person close rates? What types of content have you found most effective for appearing in AI-generated answers for local retail businesses?
Mistake 5: Overlooking Technical Foundations That AI Systems Rely On
AI search tools and traditional search engines both depend on being able to read, understand, and trust your website’s content. If your site has technical problems, including slow page load times, missing structured data markup, content that is hard for machines to parse, or an inconsistent presence across business directories and review platforms, AI systems will struggle to understand and cite your dealership accurately.
For dealers specifically, this means having your Google Business Profile fully populated with accurate hours, service categories, and photos, having consistent NAP (name, address, phone number) information across all online directories, and having your website structured with clear, well-organized content that answers buyer questions without requiring the reader to hunt through confusing navigation.
An AI search agency that focuses only on content without auditing and addressing these technical signals is building on a foundation that may not support the results they are promising.
Mistake 6: Signing a Long-Term Contract for an Unproven Relationship
AI search optimization is a younger discipline than SEO or paid search. The tools, tactics, and measurement approaches are still evolving. Any agency that wants to lock you into a 12-month contract for AI search services before they have demonstrated any results specific to your business is asking you to take a large risk.
A reasonable approach is to start with a 90-day pilot scope that defines specific, measurable outcomes: improved visibility for a defined set of buyer questions in AI tools, measurable improvements in content performance data from Search Console, and a clear plan for what months four through twelve should look like if the pilot delivers.
An agency that is confident in their process and their results will not need a long-term contract to make you stay. They will make you want to stay.
Mistake 7: Not Asking How AI Search Connects to Your Other Channels
AI search optimization does not exist in isolation. The content you create to appear in AI-generated answers should also support your traditional SEO rankings, fuel the blog content that drives organic traffic, and feed your Google Business Profile with material that demonstrates expertise.
A dealer investing in AI search should see benefits across their entire digital footprint, not just in a separate “AI visibility” score. An agency that talks about AI search as an entirely separate silo from the rest of your digital marketing is not thinking about your business holistically.
What to ask: How does the content strategy you use for AI search optimization complement our existing SEO and Google Ads efforts? How will we measure the combined impact across channels?
A Quick Checklist Before You Hire
Look for an agency that can articulate a clear difference between AEO and GEO and explain what they do for each. Ask for examples of specific content or citations that have improved AI visibility for comparable local businesses. Confirm that their reporting ties AI search activity to real business metrics. Make sure they start with a defined pilot scope before any long-term commitment. And verify that their AI search strategy integrates with, rather than duplicates, your existing SEO efforts.
Claim Your Free Marketing Plan to see how AI search fits into an integrated digital strategy built specifically for pool and spa dealers.
Greg is the founder and CEO of Stryde and a seasoned digital marketer who has worked with thousands of businesses, large and small, to generate more revenue via online marketing strategy and execution. Greg has written hundreds of blog posts as well as spoken at many events about online marketing strategy. You can follow Greg on Twitter and connect with him on LinkedIn.
