AI Search Doesn't Want Better SEO
Google’s AI search has a favorite way to handle generic product pages: it neutralizes them into the same sentence as every other generic product in the category. Optimization won’t fix that. The problem is simpler than keyword coverage or heading structure. Your page sounds like everyone else’s.
This is the search-specific version of a post I wrote on launch positioning. The mechanism is different. The fix is the same.
I’ve been watching this happen on Shipstry and on other products I follow. Some pages get quoted in detail. Some get summarized in one sentence. Some don’t show up at all.
Three patterns that get compressed
The pages that get summarized away fall into three patterns.
The professional-sounding empty claim. “Powerful AI platform that streamlines customer support workflows for modern teams.” It sounds right until you try to picture what it means. Compared to what? Which workflows? Which teams? The information density is zero.
The hollow proof section. “Trusted by 500+ companies. 10x productivity improvement. Enterprise-grade security.” These might all be true. They also don’t help anyone make a decision. Which companies? Ten times improvement in what, measured how?
The SEO-driven FAQ. Questions like “Is your product secure?” and “Do you offer a free trial?” appear on every SaaS page. They’re safe and expected. They also tell the reader nothing about what makes your product different. AI search has seen these exact questions a thousand times and doesn’t need to cite your version.
All three share the same problem: AI can generate this content. And it has, thousands of times. When your page sounds like every other page, AI search has no reason to single yours out.
What gets cited
Google’s guidance on succeeding in AI search is clear. Unique points of view, first-hand experience, specific evidence, non-commodity content. This is the same “helpful content” guidance from before, with a more visible penalty for generic writing.
The difference is easier to see head to head. “Powerful AI platform that helps sales teams close more deals through intelligent automation and real-time insights” tells you nothing you could picture. “Turns scattered sales call notes into structured CRM updates without manual cleanup. Cuts post-call data entry from 25 minutes to 5 per call for B2B SaaS teams” tells you the user, the job, what changes, and by how much. If you were summarizing a category for a searcher, which would you quote?
I’ve seen this play out on Shipstry in three ways.
Specific workflows beat feature lists. When we listed features (voting, comments, Fog Mode, Trade Ports), the page was accurate but flat. When we rewrote it around the user’s workflow (“I submit my product, it goes into this week’s queue, people vote and comment”), the page started getting quoted. Readers could picture themselves using it.
Honest positioning beats vague promises. For Fog Mode, we could have written “Fair voting system for all products.” That sounds nice and says nothing. Instead we wrote what it actually does: “From 13:00 to 19:00 UTC daily, Shipstry hides vote counts and rankings so products get judged on merit rather than momentum.” Then we explained what we’re not doing: it doesn’t hide products, just the scoreboard during impression-forming hours. That distinction matters more than any tagline.
Real FAQs beat SEO templates. The questions on our FAQ page came from launch comments, support tickets, and onboarding friction. “Does Fog Mode affect final rankings?” “Can I choose my own launch time?” These are questions that actually help someone decide. The template questions get answered but not featured, because they don’t differentiate.
There’s a pattern across all three: each works because AI would struggle to generate it convincingly. The feature list is interchangeable. The honest positioning isn’t. The workflow explanation requires having watched people use the product. When content only you could write shows up, AI search has something worth quoting.
The unglamorous truth
Structured data still matters. Product schema, FAQ schema, review schema. Get them right. But they’re just format. I’ve seen two pages with identical structured data where AI search quoted the one with better content. The schema was the same. The content was not.
What AI search actually rewards hasn’t changed. Unique perspectives matter more than generic claims. A first-hand experience is worth paragraphs of polished copy. Helping someone make a decision is more valuable than listing every feature you have.
That’s the whole game. Say something only your page can say, or accept that AI search will skip past you for the page that did.