Method, version 1.0
A recommendation is a chain of decisions, not a score pulled from a spreadsheet.
Our method follows the question from buyer intent through model matching, evidence review, contrary findings, and a separate editorial check.

Ten stages from question to guide
Define the buyer decision
We identify the use case, constraints, search intent, and facts that could change the answer.
Build the candidate field
We investigate a broad set before choosing a meaningful shortlist. A smaller field needs a category-specific reason.
Match models and variants
We separate generations, sizes, bundles, and identifiers instead of mixing unlike evidence.
Verify material facts
Specifications and safety statements are tied to appropriate sources and given a visible claim status.
Synthesize owner experience
We look for recurring themes across permitted sources and keep model match, detail, recency, and source diversity in view.
Assess review integrity
We note listing merges, bursts, promotional bias, variant contamination, and contradictions without turning signals into accusations.
Segment buyer fit
We explain who benefits, who should skip the product, and which constraint changes the recommendation.
Use category-specific criteria
Air cleaning, floor care, coffee, sleep, work, and travel products should not be judged by the same generic scorecard.
Challenge the leading answer
We search for recalls, ownership costs, common failures, misleading claims, and stronger alternatives.
Run an editorial check
A separate pass checks support, model accuracy, source mix, wording, usefulness, copyright, links, and technical readiness.
How claim status works
- Verified
- Appropriate evidence supports the claim for the product in scope.
- Substantially supported
- The central claim is supported, with a qualification that matters.
- Partly supported
- Only part of the claim is supported or the match is incomplete.
- Unverified
- We did not find enough suitable evidence to rely on the claim.
- Contradicted
- Credible evidence conflicts with the claim.
- Not applicable
- The claim does not apply to the model or decision being evaluated.
How to read a Research Passport
The Passport summarizes source count and types, products considered, evidence confidence, review-integrity risk, physical-testing status, affiliate status, limitations, and audit history. It is a compact record of what the article can and cannot support.
A Passport improves traceability, but it does not replace reading the reasoning, sources, and limitations in the guide itself.