The idea

Gamer Reviews was born from a simple observation: when you're about to buy a game, what you really want to know isn't a critic's score after ten hours of play before embargo — it's what players who put in twenty, fifty, two hundred hours have to say. The problem is that this voice is scattered across thousands of Steam reviews, videos and streams that nobody has time to sift through.

This site does that reading work for you. For every release, it aggregates hundreds of reviews, measures what actually comes up again and again (the gameplay that carries the game, the performance issues that annoy, the story that divides players…), cross-references what YouTube creators say, checks who is streaming the game, and turns it all into a numbers-based page you can read in two minutes. No editorial writing, no partnerships, no press build supplied by a publisher: only the aggregated voice of the people who actually play.

This is a personal, fully automated project that keeps improving. If a number looks wrong or a synthesis feels off, write to me — every report helps refine the machine.

Methodology

Where do the scores come from? The "Player Score" is the percentage of positive reviews among public Steam reviews posted after the game's release (for a game that went through early access, only the reception of the final version counts). It is not an editorial score — there is no editorial team.

How are the syntheses written? A sample of reviews (up to 400 per game, the most recent ones) is classified by AI, aspect by aspect (gameplay, performance, story…). The site's texts are then written by AI solely from these aggregated statistics — never by copying a review. The only verbatim text shown is the "In players' words" section: short, anonymized excerpts picked among the reviews voted most helpful.

And YouTube / Twitch? Review videos are reduced to aggregated verdicts (never a quote from a creator) and listed as sources to give them visibility. The streams shown come from the official Twitch API, as a timestamped snapshot.

Acknowledged limits. A sample is not a census; AI classification can be wrong at the margin; the hardware check is an indicative estimate only. The figures shown (sample size, dates) are there so everyone can judge for themselves.

Legal notice

Publisher: a personal, non-professional website — contact: hautnicolas@gmail.com.
Hosting: Vercel Inc., 440 N Barranca Ave #4133, Covina, CA 91723, USA.
Funding: game pages contain an affiliate link to Instant Gaming: a purchase made through this link pays the site a small commission, at no extra cost to the buyer. These links have no influence on the syntheses — they are generated from player reviews before any commercial consideration, and the site accepts no payment from publishers.
Personal data: the site sets no cookies and collects no personal data. Any API key you may provide to launch an analysis is neither stored nor logged. For operational purposes, the analysis engine keeps anonymous, ephemeral usage statistics (page viewed, country, partially masked IP address), kept in memory only and never written to disk or shared with third parties.
Intellectual property: the visuals, videos and trademarks of the games belong to their respective publishers and are shown for illustrative purposes. Steam is a trademark of Valve Corporation; Twitch and YouTube belong to their respective owners. For any takedown request, use the contact above.