Guides · Updated October 24, 2026

How to Write Comparison Pages AI Assistants Cite

When a buyer asks an AI assistant “what’s the best [tool] for [situation]?” or “what are the alternatives to [leader]?”, the assistant often searches the web and builds its answer from pages that already compare products. If one of those pages is yours, and it’s fair and specific, you have a real shot at being named and linked.

The short version: pick the comparisons buyers actually ask about, be honest about who each product fits, put the facts in plain text and a simple table, prove your claims, and keep the page current. Then get onto other people’s comparison pages too.

Step 1: Pick the comparisons buyers ask about

• Start with the leader. “[Leader] alternatives” is the question people ask when they’re unhappy with what they use or think it’s too expensive.
• Add head-to-heads for the two or three names that come up in sales calls: “[You] vs [Competitor]”.
• Add one “best [category] for [audience]” page for each audience you serve well, like “best invoicing app for freelancers”.
• Check what assistants say today. Ask ChatGPT, Perplexity, Gemini and Claude those questions without your brand name, and note which products and pages they use. Those are the comparisons to cover first. Our guide on checking whether ChatGPT recommends you shows how.

Step 2: Write it for the person choosing

Google’s guidance on high-quality reviews is the best public checklist for this kind of page (Google Search Central). The points that matter most for a software comparison:

• Say who you are. One line near the top: “We make [Product], so weigh that. Here’s how we compared.”
• Explain what sets each option apart, and which is best for which use. Google asks reviewers to cover comparable things and explain which might be best for certain uses.
• List benefits and drawbacks for every product, including yours. A page where you win every row reads like an ad.
• Show evidence. Screenshots, real limits, setup time you measured, current prices with the date you checked them.
• When you call something “best”, say why. Google asks for first-hand supporting evidence for “best overall” or “best for” claims.
• Link out to the other products and to useful resources. Google recommends linking to other helpful resources, your own or from other sites.

Step 3: Make it easy to quote

• Lead with the answer. The first paragraph should say who should pick which option, in one or two sentences.
• Use a plain HTML table for price, free plan, key limits, platforms and who it’s for. Keep it in the page’s text, not in an image or a script-only widget.
• Use question headings like “Is [Competitor] cheaper than [You]?” with a direct answer underneath.
• Add numbers and sources. In the GEO study from Princeton and IIT Delhi researchers (KDD 2024), adding statistics, quotations and citations made sources more visible in generative engine answers, while keyword stuffing did little (Aggarwal et al.). It’s a research result, not a guarantee.
• Skip special files. Google says its AI features don’t need new machine-readable files or special schema (Google Search Central). If you add structured data, it must match the visible text.

Step 4: Keep it true

• Put a “last checked” date on pricing and features, and re-check every few months. Competitors change plans; a stale table quietly hurts your credibility.
• Fix mistakes fast when a competitor or reader points one out.
• Don’t invent quotes, reviews or rankings. Google’s helpful-content guidance warns against content made mainly to attract search visits rather than to help people (Google).

Step 5: Get onto other people’s lists

Your own pages answer “[You] vs [Competitor]”. For “best [category]” questions, assistants in our checks leaned mostly on pages brands don’t own: roundups, review sites and forums. So:

• Find the roundups the assistants cited in Step 1 that name competitors but not you.
• Send the author verifiable facts: what you do differently, who it’s for, current pricing, and a free account to test. Updating a page assistants already cite beats writing a new one they never find.
• Ask real customers for detailed reviews on the review sites that show up. Never write or buy reviews.

Common mistakes

• Winning every row. Readers and assistants both have reasons to distrust a one-sided table.
• Hiding the table in an image or behind a script that only renders after the page loads.
• Prices with no date, or prices that are a year out of date.
• Dozens of thin “X vs Y” pages made by swapping names in a template. A few real comparisons beat many empty ones.
• Only working on your own site. Most links cited in our checks were on someone else’s.

FAQ

Sources

• Google Search Central, “Write high quality reviews”
• Google Search Central, “Creating helpful, reliable, people-first content”
• Google Search Central, “AI features and your website”
• Aggarwal et al., “GEO: Generative Engine Optimization,” KDD 2024
• WhatTheBotSaid check data: 2,349 cited links in 351 answers across 25 internal checks, as of October 24, 2026