Short answer, as of October 2026: to be cited when someone asks an AI assistant to compare you with a competitor, publish a dated page that covers both options fairly in a table, states who each one suits, and puts the verdict in the first two sentences. Assistants answering "X or Y?" look for one source that addresses both sides. If you have not written it, the competitor or an affiliate site has, and that is the version being quoted.
Comparison questions are a large share of what people ask assistants before they buy. "Which is better for a small team?" "What's the cheaper alternative to…?" "Is it worth switching from…?" They are also the questions where businesses are most reluctant to publish, because naming a rival on your own site feels like free advertising for them. That reluctance leaves the answer to others.
This guide covers the two page types that serve those questions: the head-to-head page ("X vs Y") and the alternatives page ("alternatives to X").
Why these pages get used
How assistants choose sources is covered in detail in how ChatGPT, Perplexity and Gemini pick sources. Three points from it apply here.
One page beats two. To answer a comparison, an assistant can stitch together your pricing page and theirs, or it can use a single page that already lines the two up. The second is less work and less error-prone, so it tends to win.
Tables are easy to lift. A row that reads "Contract length — Monthly — Annual only" can be restated accurately. Three paragraphs of prose making the same point often cannot.
Specific claims are preferred over adjectives. The original GEO research from Princeton and collaborators found that adding statistics, quotations and cited sources raised a page's visibility in generated answers (arXiv:2311.09735). "Faster and more flexible" gives an assistant nothing to quote. "Month-to-month from $99; the other requires a 12-month term" does.
The structure of a head-to-head page
Use the same order every time.
1. Verdict first. Two sentences. "Choose A if you need W. Choose B if you need Z." This is the passage most likely to be quoted, so write it to stand alone.
2. A summary table. Six to ten rows on the criteria buyers ask about: price, contract terms, what is included, who it suits, setup time, support. One column each. Keep cells short.
3. A section per criterion. A heading phrased as the question ("Which is cheaper?"), a one-sentence answer, then the detail and where the figure comes from.
4. Who should choose the other one. A real section, with real reasons.
5. Switching. What moving from one to the other involves. Buyers ask assistants this directly.
6. FAQ. The follow-up questions, each with a short answer.
7. A visible "last reviewed" date and your sources. Link to the competitor's own pricing or documentation page for every figure you quote about them.
Fairness is the feature
The pages that earn citations are the ones a neutral reader would call fair. Four rules get you there.
Concede real advantages. If the competitor has more integrations, a lower entry price or a bigger support team, say so in the table. A page with ten rows that you win reads as an advert, and both people and assistants weigh it accordingly.
Compare like with like. Their entry plan against your entry plan. If the plans are structured differently, say that and describe both. Do not compare your cheapest price to their most expensive.
Quote only what you can source. Take their prices and features from their own published pages, on a date you record. Never rely on memory, a sales call or a forum thread.
Write "as of". Prices change. A dated comparison that is slightly old is honest. An undated one that is wrong is a liability, and it is the kind of stale fact that assistants keep repeating — the problem covered in citation decay.
On the legal side: accurate comparative statements are widely made, but the rules on trademarks and comparative advertising differ by country and sector. Stick to verifiable facts, avoid their logos, do not imply they endorse the page, and ask a lawyer where the stakes are high. This article is not legal advice.
Good and bad versions of the same rows
| Criterion | Weak cell | Strong cell |
|---|---|---|
| Price | "Affordable" | "From $99/mo, month-to-month" |
| Contract | "Flexible" | "No minimum term; cancel any time" |
| Competitor's price | "Expensive" | "From $X/mo on their pricing page, checked 10 Oct 2026" |
| Who it suits | "Everyone" | "Teams managing 5–15 client sites" |
| Where the other wins | (row omitted) | "More native integrations; larger template library" |
| Support | "Great support" | "Email on all plans; live chat from the Pro plan" |
The strong column is longer to write and impossible to produce without checking. That is why few businesses do it, and why the ones that do get quoted.
The alternatives page
"Alternatives to X" is a different question. The reader has already decided against X, or is at least shopping around, and wants a shortlist.
List real alternatives, including ones that are not you. Four to seven options. A list of one is a sales page.
Say who each is for in one line. "Best for solo operators." "Best when you need phone support." Assistants reuse these labels almost word for word.
Put yourself in the list honestly placed. First is fine if the one-line reason is specific. Readers expect the publisher to include itself; they object when the other entries are straw men.
Give a selection method. One paragraph on how you chose the list and what you did not test. That paragraph does a lot for credibility.
Write an alternatives page for your own name too. People ask assistants for alternatives to you. If you publish a fair page on "alternatives to [your brand]" that explains who should pick something else, you get a say in an answer that will be written with or without you.
Do not mass-produce them
It is tempting to generate a page for every pairing in your market. Resist it. Thirty near-identical pages with the names swapped are the software-company version of doorway pages, and the outcome is the same as on local sites: none of them is good enough to be the source for anything. The principle is the one in location pages vs doorway pages — a page deserves to exist when it contains something the others do not.
Write pages for the comparisons prospects raise in sales conversations. For most businesses that is three to six.
Checking whether it works
Add the comparison prompts to your tracking before you publish, so you have a baseline. Useful ones:
- "[You] vs [competitor]"
- "[You] or [competitor] for [use case]"
- "alternatives to [competitor]"
- "alternatives to [you]"
- "cheaper alternative to [competitor]"
Run each several times across the engines you care about, record whether you are named and which sources are cited, then repeat after the page has been live for a few weeks. What you are looking for is your page appearing among the cited sources, and the assistant's description of you shifting toward your own wording. The difference between these prompts and category prompts, and why they should be reported separately, is covered in branded vs unbranded prompts.
Also check access. A comparison page that AI crawlers cannot fetch does nothing, and the checks are in the AI crawler access audit.
A worked example from this site
We publish our own: DigiRank vs BrightLocal vs an SEO agency. It follows the structure above, including the cases where a specialist tool or an agency is the better choice.
To track pages like it, DigiRank Expert's AI Visibility Tracker runs comparison prompts across ChatGPT, Claude, Gemini, Perplexity, Grok and Google AI Mode and stores each answer, so you can read exactly how you were positioned and which source was used. Every draft written in the Content Engine is scored against the Princeton GEO signals before it is published. Plans start at $99/mo and run to $999/mo, with a 14-day trial on all but the entry plan; details are on the pricing page and the features page.
Frequently asked questions
How do I rank in AI search results like ChatGPT and Perplexity? Publish pages that answer the exact question in the opening lines, support claims with checkable facts, and are readable by AI crawlers. For comparison questions specifically, publish a fair side-by-side page with a table, a stated verdict for each type of buyer and a visible date. Then track repeated runs of the prompt to confirm you are cited.
Do comparison pages help with AI citations? Yes, because comparison questions are common and an assistant needs a source that covers both options in one place. A page that lays out both sides in a table with clear criteria is easy to extract from. A page that only praises one side is less useful and is often passed over for a neutral third party.
Is it risky to name competitors on my own website? Naming a competitor to make an accurate, factual comparison is normal practice. The risk comes from false or unverifiable claims and from using their trademarks in a way that implies endorsement. State facts you can source, date them, link to the competitor's own published information, and take legal advice if you are unsure.
Should I admit where a competitor is better? Yes. A comparison that concedes nothing reads as advertising, and readers discount it. Saying plainly who the competitor suits better makes the rest of the page believable, and it sends you the customers who fit instead of the ones who will leave.
How many comparison pages should I publish? One for each competitor that real prospects actually ask about, plus one alternatives page for your category. For most businesses that is three to six pages. Do not generate a page for every possible pairing; thin near-duplicates are ignored by assistants and can weaken the site.
How often should a comparison page be updated? Review it at least quarterly and whenever either side changes pricing or a major feature. A comparison with stale prices is worse than none, because assistants may repeat the old figure. Show the date of the last review on the page.
What if a competitor's comparison page says something wrong about me? Publish the correct fact clearly on your own site, with a date, on a page an assistant can retrieve for that question. Then check branded and comparison prompts over the following weeks. You can also ask the competitor to correct it, but your own clear source is the part you control.