How We Research and Review
Our reviews and guides are built from primary sources, official documentation, current pricing pages, owner-report patterns, and clear notes about source limits.
How We Research and Review
We believe you should know exactly how a recommendation was made before you trust it.
We do not test products. We audit manufacturer claims, published specifications, owner reports, official documentation, pricing data, and safety sources. When evidence is source-only, we say so clearly.
Our evidence hierarchy
- Official documentation: manufacturer pages, manuals, support docs, pricing pages, warranty pages, subscription terms, app-store listings, and standard-body databases.
- Independent public sources: regulators, consumer-protection agencies, security advisories, certification bodies, and documented legal or policy records.
- Owner-report patterns: repeated themes from verified owner reviews, app reviews, support forums, and retailer reviews. We use patterns, not isolated anecdotes.
- Pricing and availability checks: current prices and fees recorded with a date. If the price cannot be verified, it is not used as a finding.
What a claims audit means
A claims audit asks: what does the brand claim, where is the source, what details are missing, and what do owners repeatedly report after purchase? For smart-home products, that usually means checking certifications, app/account requirements, hub requirements, battery-life promises, subscription fees, support policies, privacy claims, and compatibility limits.
Owner-report extraction rules
When we aggregate owner reports, the article must publish its extraction rules: the source searched, the date, the terms used, inclusion rules, exclusion rules, sample size, and the raw extraction sheet or a summary table. We do not convert scattered comments into precise statistics unless the extraction sheet supports the calculation.
Publishing gates
- No number is published unless it traces to a URL, screenshot, specification, pricing row, owner-report extraction row, or spreadsheet cell.
- No article implies product ownership or product use unless that evidence exists.
- No “best” ranking is allowed unless the ranking criteria are published and source-backed.
- Pages that cannot support the claims-audit identity stay draft.
What we will not do
We will not restore old draft pages unchanged, publish generic product listicles, imply first-hand use, or create thin variants of the same topic to catch search traffic. If a page exists, it needs a distinct user problem and a verifiable audit method.


