How our recommendations work

Facts, sources, and opinions

Manufacturer sources describe the manufacturer's product specifications and conditional claims. Third-party references are labeled separately. A source URL alone does not verify all fields. Dated field citations identify individual cross-checks.

Legacy entries without a source, and generated configurations without explicit validation, are excluded from public catalog results. Source-backed records can remain incomplete; incomplete profiles are kept out of product sitemaps until they meet our editorial checks.

What a score means

The 0–100 overall score and sub-scores are editorial assessments, not measured lab results or manufacturer ratings. Historical overall scores are stored judgments; they are not represented as reproducible benchmark calculations. They should be considered alongside the source material and practical tradeoffs.

The personalized fit score is reproducible: multiply each available editorial criterion by the published weight, sum, and divide by the total weight. Every candidate uses the same criteria and denominator. A missing, non-finite, or out-of-range rating excludes the candidate from that ranking. We do not replace missing values with zero.

phone priorities

Everyday balance

cpu: 20% · gpu: 20% · camera: 20% · battery: 15% · display: 15% · design: 10%

Photography

camera: 70% · battery: 15% · display: 15%

Battery life

battery: 75% · cpu: 15% · display: 10%

Gaming

gpu: 60% · cpu: 25% · battery: 15%

laptop priorities

Work & everyday use

cpu: 35% · display: 30% · battery: 35%

Creative work

cpu: 40% · gpu: 35% · display: 25%

Battery life

battery: 70% · cpu: 15% · display: 15%

Travel & portability

portability: 60% · battery: 40%

Gaming

gpu: 70% · cpu: 30%

gpu priorities

Overall editorial assessment

overall: 100%

Traditional gaming

raster: 80% · efficiency: 20%

Ray tracing

rt: 80% · efficiency: 20%

Local AI workloads

ai: 100%

Comparison and upgrade rules

Pairwise scenarios use comparable shared criteria and treat differences below two points as effectively tied. Specifications are compared only when their complete quantities have compatible units. Prose, model numbers, ranges, storage configurations, and mixed measurements receive no winner.

Upgrade guidance uses the selected priority on both products. Five or more editorial points of improvement means “worth considering,” not “you should buy.” Smaller changes favor keeping a device that still works for you. Points never translate into percentages of speed, battery hours, or game frame rates.

Prices and commercial independence

Launch/reference prices are labeled in USD and are never treated as retailer offers. Current prices require an observed amount, currency, market, exact configuration, source, and expiration. Expired and unknown-stock offers are not displayed as available. Price histories and alerts require a provider that permits those uses.

US budget checks prefer current offers and explicitly fall back to launch/reference prices. Other markets need current local offers for budget matching. We do not convert US launch prices into assumed local prices. Commercial links do not affect scores or recommendation order.

Corrections and updates

Updates happen when a source changes, a supported correction arrives, or an editor revisits a record. We do not promise quarterly lab reruns or artificial daily freshness. Product verification dates refer to recorded source checks, not automatic page-generation dates.

Earlier site copy incorrectly claimed an in-house lab and automatic retesting. Those claims have been removed. The bulk generated catalog is now excluded from publication.