
Weapon Attachment Stats: What the Data Actually Shows
We just shipped a significant update to WinnerMeta: Weapon Attachment Statistics are now live, rebuilt from the ground up with a better methodology. This is still early and we are actively refining it — we would love to hear your feedback.
What changed — and why it matters
The previous version compared each attachment against the weapon's overall average, which created a systematic bias: any attachment that pushed players into longer-range engagements (scopes, suppressors) appeared to underperform simply because those engagements are harder, not because the attachment is bad. The new version does two things differently. First, we now exclude early-game shots (circle phase ≤ 1.5) and very short range shots (≤ 10 m). Early circles are chaotic — players rush houses without gear, accuracy is irrelevant, and the data is noisy. Excluding them gives a much cleaner picture of how attachments behave in real mid and late-game fighting. Second, the delta column (+Xpp / −Xpp) now compares each attachment against the average of all attachments in that same slot for that weapon — not against a global baseline. A green Compensator means it beats the average across all muzzle options for that specific weapon, not that it beats the weapon overall.
M416 — what the data actually shows
The M416 is a good starting point because it has by far the most data — hundreds of thousands of shots per attachment.
Muzzle
All four muzzle options outperform going bare. The Muzzle Brake leads among the commonly-used attachments with a 6.49% kill rate vs 6.09% bare — a genuine +0.40pp improvement. The Compensator and Flash Hider are nearly identical just below it. The Suppressor tops the chart at 6.81%, but its sample is smaller: suppressor users tend to be more patient, careful players, which inflates the numbers somewhat. Don't read the Suppressor as "clearly best" — treat it as "used by disciplined players who already play well."
Sights — the counterintuitive finding
This one surprised us. On the M416, the Red Dot Sight has the highest kill rate at 6.51%. That is fine. What is striking is the other end: the 3x Scope sits at 5.97% — below even the bare iron sight baseline. The 4x (6.08%) and 6x (6.16%) also underperform the Red Dot significantly. This is not a data error. It reflects real behavior: when you put a 3x or 4x on an M416, you start taking shots at 150–250 m. At those ranges the M416 is genuinely outgunned by DMRs and bolt-actions. The Red Dot keeps you in the 0–100 m window where the M416 is at its best. The data is telling you something the game does not: the M416 is a close-to-medium range weapon, and high-magnification scopes work against it. If you insist on a scope for the occasional mid-range situation, the 2x (6.25%) is the least damaging option.
Kar98k — scope magnification sweet spot
The Kar98k shows the opposite pattern in an interesting way. Among the scopes with large sample sizes, the 4x Scope leads with 15.87% kill rate while the 8x (14.92%) and 6x (14.83%) trail behind — despite the 8x having the most shots of any sight option. More shots with lower kill rate means 8x users are attempting more speculative long-range shots that simply do not connect into kills. The 4x sits in the sweet spot where the Kar98k's one-shot potential is realised most often. For most players the 4x is the correct call over the 8x on Kar98k. On the muzzle side the Suppressor (15.44%) edges the Compensator (14.98%) and Flash Hider (14.93%), but all three are separated by less than 0.5pp — the muzzle choice barely moves the needle on a bolt-action. What matters more is the scope.
Beryl M762 — ARs and scopes don't mix
The Beryl M762 follows the same pattern as the M416. Red Dot (7.04%) and Holosight (7.09%) lead, while the 4x (6.23%) and 6x (6.16%) trail well behind — and even below the bare iron sight baseline of 5.83%. The Beryl hits harder per shot than the M416 but it is still an AR: it belongs in close to medium range, not peering through a 6x. On the muzzle, Muzzle Brake (7.04%) and Compensator (7.03%) are statistically tied as the top performers, both comfortably ahead of the Flash Hider (6.84%). For the Beryl, either of those two is the right pick.
What we are still working on
The data window is five days of real matches processed by WinnerMeta, which is enough to see clear patterns on popular weapons but leaves some fringe attachments with smaller samples. Attachment combinations are not yet tracked — we only know what was equipped, not whether a Compensator plus Heavy Stock together changes the dynamic. Range buckets are on our roadmap: eventually you will be able to see how each attachment performs specifically at 0–50 m vs 100–200 m, which would make the scope findings above even clearer. The full attachments table lets you filter by weapon and slot, sort by any column, and see each attachment ranked within its slot. The dimmed "No attachment" row at the bottom of each slot section shows you the bare baseline so you can judge the actual improvement.
What do you think?
We are still calibrating the filters and baselines. If you see something that looks wrong — an attachment that should clearly be better or worse than the data shows, or a weapon where the numbers do not match your experience — please let us know. Real player feedback is how we catch things that pure telemetry misses.