AI Comparison Readiness: Pricing, Features and Limits in a Form Machines Can Compare

A lot of questions put to AI assistants are comparisons. "Which is better for a small team, A or B?" "What's the difference between a managed and unmanaged server?" "Compare three website audit tools by price." To answer, the assistant needs facts that line up: the same attributes, for each option, in the same form.

If your pages don't provide that, you either get left out of the comparison or described using whatever the assistant found elsewhere, which may be wrong.

What makes a page comparison-ready

• The same set of attributes covered for every option
• Real numbers and units, not "affordable" or "fast"
• Limitations and exclusions stated openly
• Clear use cases, saying who each option suits
• A date showing when the information was checked
• Data in an HTML table or a clean list, not a screenshot

The core attributes

Which attributes matter depends on your field, but the usual candidates are:

Attribute	What to state
Price	Starting price, tiers, billing period, extra costs
Features	What's included at each level
Limits	Caps on users, storage, projects, usage
Setup	How long it takes and what is needed
Support	Channels, hours, response times
Contract	Minimum term, cancellation, refunds
Integrations	What it connects with
Best for	The situation it fits
Not suited for	The situation it doesn't fit

Step 1: check your existing pages

Open your pricing, features and "vs" pages. Look for:

• Prices that are missing or hidden behind "contact us"
• Feature lists with vague wording
• Differences between tiers that are unclear
• No mention of limits
• Comparison tables built as images
• Dates missing from anything that changes

Step 2: build an attribute sheet

Make a table of your own product against two or three close alternatives, using public information about them. Mark what you know for certain, and what you'd need to check. Leave a cell blank rather than guessing.

Step 3: publish your own side clearly

Even if you never name a competitor, make your own facts easy to compare. A pricing page with one clean table that covers each plan, with the same rows for each, gives assistants a clear basis. Add a short sentence under the table summarising who each plan is for.

Step 4: consider a fair comparison page

When it's appropriate for your business, write a page that compares your product with alternatives:

1. State the purpose near the top: who this comparison helps.
2. Use an HTML table with the same attributes for each option.
3. Include where each option is stronger, including competitors.
4. Cite sources for any third-party facts, and link them.
5. Show the date the details were checked.

An honest page of this kind earns more trust than a one-sided one, and it's more likely to be quoted.

Step 5: add structured data

For prices and product details, mark up Product, Offer or SoftwareApplication data with values that match the page. See recommendation readiness for how it fits together.

Step 6: test with a comparison prompt

Give an assistant your page and ask for a comparison table of your plans by price, limits and best-for. Check whether it fills in each cell correctly. Blank or wrong cells show where the page is unclear.

Common mistakes

• Comparing your best features against a rival's worst ones.
• Using outdated competitor data without a date.
• Leaving "pricing" as a negotiation-only topic and then wondering why you're missing from budget questions.
• Presenting comparisons only as an image or PDF.

If a stranger can build an accurate side-by-side from your page in two minutes, you're comparison-ready.

Further reading: Google's product structured data guide and Google's review snippet guide are good places to check the details straight from the source.