How we review & rate

Data labels — what's a fact vs an estimate

Every figure on GearAtlas falls into one of these, and we label each one so you are never guessing:

• Verified — product specifications, MSRP, release dates and image sources. Accurate, from official sources.
• Estimate — our model scores (ownership, market timing, resale strength, demand, workflow fit). Derived from specs, pricing history and reputation — useful, but not measured values.
• Opinion — our first-party hands-on reviews (the GearAtlas Verdict), written and bylined by a named reviewer.
• Indicative — placeholder pricing shown for layout until a live retailer/affiliate feed is connected; clearly badged everywhere it appears.
• Sample data — illustrative review-source aggregation and market signals, shown until live ingestion is connected.

We will never present an estimate or sample as a measured fact, mark opinion as anything else, or hide that a price is indicative.

Three layers of review, clearly labelled

We never blur opinion with aggregation. Every product can carry up to three distinct, labelled layers:

• The GearAtlas Verdict — our own first-party, hands-on review, written and bylined by a named reviewer who has used the gear. This is editorial opinion and carries our score.
• Web & creator consensus — a summary of expert, YouTube, forum and owner reviews, shown as sample data and clearly labelled until live aggregation (with per-claim source links) is connected. It is never presented as our own opinion.
• Owner reviews — verified-owner ratings from our community (rolling out), moderated for authenticity.

How we test

Hands-on verdicts are based on real shooting: image quality across ISO, autofocus reliability on moving subjects, handling and ergonomics over extended use, video capability, battery life, and value relative to alternatives. We note our test conditions in each review so you can judge how relevant they are to your shooting.

How we score

Each Verdict breaks down into weighted sub-scores, then an overall out of 10:

• Image quality — resolution, dynamic range, colour, high-ISO.
• Autofocus — speed, tracking, subject detection.
• Handling — ergonomics, controls, build, viewfinder/screen.
• Video — codecs, frame rates, overheating, rolling shutter.
• Value — performance for the money, including ownership and resale.

How our AI consensus works

The consensus view is currently an editorial summary shown as clearly labelled sample data. As live aggregation is connected it will read across published reviews and discussions, extract recurring strengths and warnings, and link each claim to its source. It is a research accelerator, not a substitute for first-hand testing, and we say so wherever it appears.

How pricing works

Where we show live pricing, it comes from authorized-dealer and affiliate feeds and is timestamped. Where pricing is indicative (placeholder), it is clearly badged as such. Currency is converted at live exchange rates. See our pricing notes and affiliate disclosure.

Independence

Scores and recommendations are never influenced by affiliate commission rates or paid placement. If we ever publish sponsored content, it will be labelled unambiguously and kept separate from editorial reviews. We accept corrections from anyone — email corrections@gearatlas.app.

Updates

Gear and firmware change. We revisit reviews after major firmware updates or price shifts and stamp each Verdict with its last-updated date.