How We Choose

Our Philosophy

You don't need 47 options. You need one good one. We use AI research backed by trusted expert sources and a multi-step verification process to surface the single product that works for most people, most of the time.

No affiliate pressure. No sponsored picks. Just the product we'd actually tell a friend to buy.

How Our Research Works

When you request a product, our AI research pipeline kicks off a multi-step process:

1. Expert source aggregation — AI analyzes recommendations from trusted reviewers, prioritizing specialists over generalists
2. Product verification — the recommended product is verified for US availability, current pricing, and correct model numbers
3. Manufacturer verification — we cross-check against the manufacturer's own website to confirm the product exists and specs are accurate
4. Image verification — product images are verified via Google Image Search to ensure they match the actual product
5. Human review — every recommendation is reviewed by our team before it goes live

Sources We Trust

We prioritize category-specific expert reviewers over general review sites:

• General: Wirecutter, Consumer Reports, Reddit communities
• Kitchen: America's Test Kitchen, Serious Eats, Cook's Illustrated
• Coffee: James Hoffmann, Seattle Coffee Gear
• TVs & Audio: RTINGS.com, Head-Fi, What Hi-Fi?
• Vacuums: Vacuum Wars, Modern Castle
• Tech: Project Farm, Technology Connections

Our Selection Criteria

Products are evaluated in this order:

1. Build quality — metal and stainless steel over plastic for heated appliances
2. Reliability and durability from long-term reviews
3. Expert consensus across trusted sources
4. Best value at a reasonable price — not the cheapest, not the fanciest
5. US availability on major retailers
6. Ease of use

Automatic Disqualifications

A product is automatically rejected if it:

• Has a plastic body when metal alternatives exist (for heated appliances)
• Requires a subscription to function
• Has a history of planned obsolescence
• Forces unnecessary app dependencies
• Has consistent reliability complaints across sources
• Is a luxury-priced product without meaningful benefit over mid-range options

Transparency

Every product page shows why we chose it, what the pros and cons are, and why we didn't pick the popular alternatives. Our full AI reasoning — including the research prompt, verification results, and criteria used — is stored and available for audit. We believe you should know exactly how a recommendation was made.