TL;DR (1/11)
In its first days on Steam, Far Far West used an in-game NPC to nudge players into leaving a review and even opened the store page for them - a clear Steam ToS violation. We pulled the review data and ran it through our anomaly-detection models, and the effect is hard to miss: review counts spiked on a clean ~30-minute cadence that lines up exactly with the game's run-and-hub loop. Our estimate is that the trick inflated the game's reviews by somewhere between 27% and 50% , and that a "clean" run would have landed at 17k-26k reviews instead of the 33k it actually got . The developer softened the text after one viral Reddit post, Valve did nothing visible, and the crowd mostly cheered the game on - which is exactly what makes this a structural problem worth measuring. We're building the tools that catch this automatically. If you make games and want early access to our anomaly-detection and review-forecasting tools, join the Pneumatix waitlist - free beta access, plus a seat in our community of developers digging into the same data we are.
3/3