Content ModerationConsumer FacingVerified
Reviewed and published by trentmaziarz, March 22, 2026. Discovered and drafted by our automated research pipeline.
Steam runs an automated system that watches all game review activity across the platform in near real time, looking for sudden unusual spikes that might indicate a coordinated attack — sometimes called a "review bomb." When the system spots something strange, it flags the game for a human team at Valve to investigate. Valve announced and began enforcing this system in March 2019.
Details
The system works in two stages. First, the automated anomaly detection tool runs continuously across the entire Steam catalog and identifies games experiencing statistically unusual review patterns — without attempting to determine the cause. Second, a human team at Valve reviews flagged cases and decides whether the spike constitutes an "off-topic review bomb," meaning the reviews are not about the game itself. If confirmed, Valve marks the affected time period, notifies the developer, and excludes those reviews from the public score summary — though the individual reviews remain visible to users who want to read them. Valve intervened in 44 cases in 2019 alone. There is no confirmed system for detecting AI-generated fake reviews specifically, despite growing concern in the community: external analysis in 2025 identified increasing numbers of AI-generated reviews on the platform.
Products affected
Steam Store
Sources & Evidence
Company Disclosure
News Article
Other practices by Valve Corporation
OtherValve holds multiple patents describing machine learning applications for its hardware products and multiplayer networking. These cover predicting player input to reduce lag in online games, tracking eye gaze direction in VR headsets, and determining the physical position of a VR headset using sensor data. The patents confirm Valve's machine learning R&D extends well beyond anti-cheat.ProductivityA Valve engineer publicly described using ChatGPT like an advanced search engine to find a specific type of matching algorithm he needed for the game Deadlock. He found the Hungarian algorithm this way and it was then built into Deadlock's hero selection matchmaking system. The engineer shared this on social media in October 2024.ModerationSteam operates a text filtering system in Steam Chat and in games like Counter-Strike 2 and Dota 2, automatically blocking or replacing profanity and slurs. Players can adjust how much filtering is applied to their own experience. The system shipped as Steam Labs Experiment 011 before being integrated into the main platform.
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