Product pages

Which pages to optimize first.

Michelle Savage · July 27, 2026 · 5 min read
The short answer

Start with the pages where a buying decision happens: pricing, core product, and comparison pages. They attract the highest-intent, most AI-mediated questions. Then do FAQ and support pages, and finally educational content. Sequence by decision-proximity, not by traffic. A page closer to the purchase is worth more in an AI answer.

You can’t optimize everything at once, and you shouldn’t. AEO has a clear order of return: the closer a page sits to a buying decision, the more it’s worth having quoted in an AI answer. Here’s how to sequence the work.

Tier 1. Decision pages

These are where an AI-assisted buyer is closest to choosing, and where a citation most directly becomes a customer.

  • Pricing pages. “What does it cost?” is the single most common high-intent question, and most pricing pages answer it vaguely. Biggest gap, highest stakes.
  • Core product pages. What it does, who it’s for, what’s included: the questions that decide fit.
  • Comparison pages. “How is X different from Y?” is asked of agents constantly. If you don’t answer it, a competitor’s page does.

Tier 2. Support & trust pages

Once decision pages are solid, optimize the pages that resolve the doubts that stall a purchase: FAQ, returns and shipping, security and privacy, onboarding. These answer the “but what about…” questions that an agent will otherwise leave hanging.

Tier 3. Educational content

Blog posts and guides come last for AEO, not because they don’t matter, but because they capture earlier, lower-intent questions. They build authority and catch top-of-funnel queries. That’s valuable, but a fixed pricing page converts an AI citation faster than a fixed how-to.

The rule

Optimize the page closest to a purchase that currently answers the fewest buyer questions. High intent × big gap = highest return.

What about the homepage?

Usually not first. Homepages are broad by design and rarely answer the specific question an agent is resolving in the moment. They matter for brand, but a buyer asking “how much is it?” gets sent to pricing, not home. Optimize the pages that answer concrete questions before the one that answers none of them in particular.

Find your biggest gap first

Run your pricing or product page through Agent Speak. The score and the “start here” gap tell you exactly where the highest-return fix is.

Run the free check →

Common questions

Should I optimize my homepage for AEO?

Usually not first. Homepages are broad and rarely answer a specific question an agent is resolving. Decision pages (pricing, product, comparison) answer concrete buyer questions and convert AI citations into customers far more directly.

How do I decide which single page to fix first?

Pick the page closest to a purchase that currently answers the fewest buyer questions. High intent plus a big gap is the highest return, and a readiness check shows the gap in about a minute.

Does this order apply to ecommerce and SaaS alike?

Yes. The labels differ (product detail pages, category pages, plan pages), but the principle holds: optimize where the decision happens first, support pages next, education last.

Written by Michelle Savage, creator of Agent Speak. Related: How to optimize product pages for AI search.