Evidence-led comparison pages: fair criteria and inspectable conclusions

Define the decision before the shortlist

State the buyer task, required market, product class and inclusion criteria. Explain why the selected alternatives are comparable and what is excluded. A local consultancy and a self-service software subscription can solve different parts of a problem; comparing them as interchangeable products can mislead. Disclose relevant commercial relationships.

Keep a claim ledger

For each criterion record the source, date, applicable plan or version and whether it was actually tested. “Documentation states” is different from “we measured”. If a price or limit cannot be verified, mark it unverified rather than filling a neat table with a guess. Keep material exceptions beside the result and retain the evidence for later updates.

Give conclusions a boundary

Explain which alternative fits a particular situation under the stated criteria. Do not claim universal superiority from one narrow example. Include a route to current official information and a review trigger when products change. Useful comparison content lets a reader disagree with the weighting while still inspecting the facts; it is not disguised self-awarded proof.

Continue with the related decision

• AEO learning paths
• Original AEO research: publish the method before the headline result
• Discuss the scope of AEO and AI-search work