How product comparisons work
How product comparisons are researched, scored criterion by criterion, quality-checked, and kept accurate after publishing.
Comparisons start with named products
A Liners comparison covers two or three products. A reader may request a comparison, or Liners may prepare one for publication.
Liners checks that the products have a valid relationship before generating the comparison. It then uses product facts, public sources, and the criteria shown on the page.
Research and drafting
TL;DR Tara may help research features, pricing, audience, availability, integrations, strengths, and limits. AI may draft the first comparison from that research.
Liners checks the draft for structure, missing sections, source fit, and unsupported claims. A draft that needs more judgment stays out of publication until a Liners reviewer can check it.
Read the editorial standards and data sourcing guide for the wider source rules.
Criterion scores
Each comparison uses the criteria shown on the page. The content should explain why a product received each score and note missing or uncertain information.
The final result comes from those visible criteria. Liners does not change a score because a product pays for a listing or ad.
Alternatives and comparison eligibility
Liners may use its product-alternatives data to decide which products make sense together. That step reduces comparisons between unrelated products.
Read how Liners chooses product alternatives for the public similarity factors.
Updates and corrections
Pricing, features, and availability change. Liners may update a comparison when new sources show that the content is stale or wrong.
Any user can suggest a correction from a supported comparison page. Liners reviews the change before publication. The community corrections guide explains that process.
Limits
A comparison reflects the sources and product information available when Liners reviewed it. It cannot test every customer, plan, country, or use case.
Use the comparison as one input. Check the product's current terms, pricing, and availability before you commit.
Related trust guides
Contact Liners
Contact us about any question, issue, correction, or general inquiries.
