How to Write a Comparison Page for an AI Product
A vs page is the highest-intent asset most AI products never build, and the ones that exist are usually so obviously rigged that they convert nobody. The fix is conceding things.
How to Write a Comparison Page for an AI Product
A comparison page for an AI product works when it tells a reader who should not buy from you. Someone searching "X vs Y" or "alternative to X" has already decided to buy something and is choosing between options, which makes them the highest-intent traffic you will get. A page that claims you win on every row insults that reader and they leave. A page that concedes two rows and wins four is believable, and believable converts.
This is a different asset from a pricing page, which explains one product to someone already considering it. If you have not built that one yet, how to write a pricing page for an AI product covers it, and the two pages should link to each other.
Pick the right comparison
Not every competitor deserves a page. Three tests:
Do people actually search for it? Look for real query volume on "[you] vs [them]" or "[them] alternative". If nobody searches it, you are writing an internal document.
Is the choice genuinely live? A comparison against a product nobody evaluates alongside you produces a page that reads as an attack rather than a service.
Can you lose gracefully? If the honest answer is that they are better for most buyers, do not write the page. Write about the segment where you win instead.
Start with the two or three competitors your sales conversations actually mention. If you do not have sales conversations yet, ask your last ten signups what else they tried.
The structure that works
Open with the one-sentence verdict
Put it above the fold, before any table. Something in the shape of: "Pick us if you need A and B. Pick them if you need C." A reader who lands on the page from search wants that sentence and nothing else in the first screen.
Concede something real, early
This is the part most teams cannot bring themselves to do, and it is the part that makes the rest credible. Name a genuine advantage your competitor has, in a full sentence, without a "but" attached. If they have a bigger integration catalogue, say so. If their free tier is more generous, say so.
The reason this works is structural rather than moral. A reader arrives assuming the page is marketing. One honest concession resets that assumption for everything that follows, and there is no cheaper way to buy that credibility.
Build the table around decisions, not features
Most comparison tables list features because features are easy to list. Readers do not decide on features, they decide on outcomes and constraints. Rewrite each row as the question a buyer is actually asking.
Weak row | Better row |
|---|---|
API access | Can I automate this without a developer? |
SOC 2 certified | Will our security review pass? |
Unlimited projects | What happens when we outgrow the plan? |
Custom models | Can we use our own data without it leaving our account? |
24/7 support | Who do I call at 2am when it breaks? |
Keep the table to eight rows or fewer. A twenty-row table is a way of hiding the two rows that matter.
Use their public documentation as your source
Every claim about a competitor should be sourced from something they published: their pricing page, their docs, their changelog. Link it. Two reasons. It keeps you factually correct, and it means when they change something you can find every claim that needs updating.
Do not use a screenshot of a competitor's dashboard, and do not use their logo as decoration. Naming a competitor in text for honest comparison is normal practice. Reproducing their branding in a way that suggests endorsement or affiliation is not, and the distinction is worth taking seriously.
Add a section on switching
The reader on a "vs" page is often already a customer of the other product. The question they will not ask you is "how much work is it to move?" Answer it anyway: what transfers, what does not, how long it typically takes, what breaks. A candid switching section is more persuasive than another feature row, and it filters out the migrations you do not want.
Keeping it accurate over time
A comparison page is the fastest-decaying asset you will publish. Competitor prices change, features ship, tiers get renamed. A page with 2025 pricing on it in 2026 does more damage than no page, because a prospect who spots one stale figure discounts everything else.
Three habits that keep it honest:
Date the page visibly. "Last checked 25 August 2026" at the top. It signals care and it gives you a deadline.
Set a recurring review. Monthly for fast-moving categories. It takes twenty minutes if you kept your source links.
Fix errors publicly. If a competitor tells you something is wrong, check it, correct it, and say the page was updated. That exchange is usually the end of the matter.
Where it sits in your funnel
Comparison pages convert well and rank slowly. Expect months, not weeks, particularly for a new domain, and make sure the page is actually indexable before you judge its performance. Getting your AI app indexed by Google covers the mechanics.
Pair the page with proof. A comparison table asserts, a case study demonstrates, and the two together do more than either alone. Writing a case study that sells your AI service covers the second half. If your buyer is not technical, the language on both needs adjusting, which is covered in selling an AI product to a non-technical buyer.
For how this fits the wider revenue picture, see our guide to AI monetization strategies.
FAQ
Should I name competitors directly on a comparison page?
Yes, if you want the search traffic. People search product names, so a page that refuses to name anyone will not be found by the people it is written for. Keep every claim sourced and factual, and avoid using competitor branding in a way that implies a relationship between the companies.
How many comparison pages should an AI product have?
Start with two or three against the competitors that come up in real sales conversations. A long list of thin pages against products nobody evaluates is scaled low-value content and now carries real risk under Google's spam policies.
Will a comparison page hurt my relationship with competitors?
A factual, sourced, fairly written page rarely does. What causes friction is unsourced claims, stale pricing, and mockery. Correcting an error quickly when someone points it out resolves most of what is left.
What if my competitor is genuinely better?
Then write a narrower page. "Us vs them for agencies" or "for teams under ten people" is honest, defensible, and often ranks better than a general comparison you cannot win. Pretending to win a comparison you lose costs you the trust of everyone who checks.
How long should a comparison page be?
Long enough to answer the decision and no longer. A verdict, a concession, an eight-row table, a switching section and a short FAQ is usually 900 to 1,400 words. Padding to hit a word count works against a page whose entire job is helping someone decide quickly.
How did this land?
About the author

Growth & SEO Lead
Manuele covers distribution: SEO, content strategy, and how AI-built products find their first thousand users. He tests everything he recommends.


