Comparison pages and AI citations: write honest ones

Comparison pages can be useful when a reader is deciding between named options. They put entities, capabilities, limits, and use cases in one place. That structure may make a page easier for people and retrieval systems to inspect, but no format guarantees a citation, recommendation, or conversion.

Start with the decision

Write the question the page is answering: should a small team choose X or Y, which tool fits a regulated workflow, or what changes when a buyer moves upmarket? Define the audience and the decision criteria before writing a verdict.

Use current, attributable facts. Give each claim a date or source when the detail can change. If a capability is unknown, label it unknown instead of filling the gap with an assumption.

Make tradeoffs visible

• Use a capability list or table only when the same criteria apply to both products.
• State where your product is weaker, unavailable, or a poor fit.
• Explain who should choose the other option and why.
• Separate observed product behavior from your interpretation of the tradeoff.
• Link to primary product or documentation pages where readers can verify important details.

An honest concession does not guarantee that an assistant will quote the page. It does make the reasoning inspectable and gives a human reader a safer basis for a decision.

Use structure without turning it into a promise

Descriptive headings, short explanations, and visible comparison criteria help readers scan. Structured data can also describe visible page content. Google says structured data is a standardized way to classify page information and warns against adding markup for content that users cannot see. Use the markup type that matches the page, and follow the general guidelines.

Do not use QAPage markup for a site-written guide that has no way for users to submit alternative answers. Google's QAPage documentation limits that type to pages with a question and answers that users can contribute.

Measure the page as a set of separate signals

• Record answer samples with the exact prompt, provider, model, date, and location.
• Record which URLs were cited in each answer.
• Use search data for query demand, impressions, clicks, and index state.
• Use analytics for human referrals, sessions, goals, and revenue.
• Use infrastructure evidence for crawler requests and HTTP outcomes.

Compare results over a defined window and keep the method beside the result. A comparison page can clarify a choice and create a useful test surface. It cannot establish that its format caused a citation or recommendation.