Ping by Pondletter
Demo data Paper

Speed sample figures

How fast this copy of Ping is, and whether that speed cost you anything. Every decision a rule makes is timed, then checked: if this had been a real order at the asking price, would the offer still have been there when it landed?

cost you 9 of 64 decisions were lost to speed: a very fast bot could still have bought, your order would have arrived too late. 8 of the 9 settled would have won, so speed cost you about $0.41 a contract. That is too few to read much into.

Your order lands in90 msafter a quote reaches you, typical decision
Round trip to Kalshi64 msslowest 5%: 210 ms · 120 samples
Decision wait6 msquote in to rule acting · instant decisions on
Lost to speed9of 64 decisions · 10 gone before anyone could reach them

Offers still there

SpeedYour decisionsLab study
Very fast bot, 30 ms84%79%
You, 90 ms70%
650 ms58%59%
Human, 2 s39%36%

The lab study replayed 39 signals from one rule in October 2026, so read it as a rough guide. Your column is your own rules on your own connection.

What it was worth

one contract a decision, after taker fee
If you had caught every offer a very fast bot could reach+2.12
Only the offers you would have reached+1.71
The decisions lost to speed (8 of 9 would have won)+0.41

Dollars, settled decisions only, from the exchange's results. Blame is narrow: a decision counts as lost to speed only if the offer was still there at 30 ms and gone when your order would have landed. This is an estimate: it reads the top of the book, and nothing was actually sent.

How to get faster

  • Your connection is uneven
    Usually 64 ms, but one sample in twenty takes 210 ms or more. That is typical of Wi-Fi. A network cable usually fixes it, and it is free.
  • One account, one rate limit
    Kalshi's request limit is shared by everything on your account. A second bot on the same key can get your order refused at the moment it matters.

Speed decides which offers you reach. It does not make a losing rule win.