How fair are casino tools for detecting “cheaters”?

[LFC_Bitcoin]

Online casinos are fairly strict but fairness is mixed. They rely on algorithms, data tracking and automated rules to catch cheating or fraud.

This can be effective but it’s less transparent than in person casinos. Legit players can get flagged for things like VPN use or unusual betting patterns. Most sites have reviews or appeals but outcomes depend a lot on the casino’s reputation.

[panjul07]

It is true that if a casino tries, then a serious complaint can be made against the users. Whether that complaint is true or false will be considered later. If some casino platforms make such a complaint, then logical evidence must be given to prove it, otherwise there will be doubts about whether the casino is doing any scam or not. A good casino can also make such a complaint if it wants, but such complaints are not usually made. But if they do, they try to do it with sufficient truth. If a casino decides to do something like that, in that perspective, I think they have taken a good decision.

A casino doesn't need to give that evidence to the accused gambler. Their decision is final and they can only revert their decision if the appeal makes sense for them.
But what I am trying to say is that, they all have the say whether you can appeal or not and with or without the evidence.
They don't need to prove it to anyone in their community but as long as the verdict is given, that's the final thing that everyone has to accept.

If casino does not need to give evidences, are you agreeing that casino can do anything as they wish while in fact there can be players who do not make mistake but the casino accused players of doing something against the rules/terms?
We know there are some sites that works as mediator between players and casinos when there is an issue such as casinoguru, the mediator will ask anything related to the issue both from the players and from the casinos.
In this case, good casinos will try to provide anything as asked to prove that the casino do not make mistake when accusing players.

[KiaKia]

I keep seeing posts where casinos say a user was detected as a cheater, but the user disagrees and says they were never given a clear explanation.

That makes me wonder how fair these detection tools really are. What tools do casinos actually use to flag cheaters? And how can we be sure this reason isn’t sometimes used as an excuse to deny withdrawals, especially when players can’t really verify anything on their side?

Also, what kind of “cheating” do casinos usually accuse players of? Personally, I find it hard to even think how someone can cheat an online casino, aside from what I’ve read in scam accusation threads.

Curious to hear from people who actually understand this, or who’ve seen solid explanations from casinos before.

We will keep talking about this for infinity, I don't want to think too much about this but I believe that every casinos have their ways of knowing, they don't have to show proof, what if showing their tools and strategy will benefits cheater even more? Don't you think it's possible?

If cheaters knows the way that casinos are coming after them they will prefer for other better ways to still cheat, it's better than casinos don't show any tools or strategy that they are using

I have always been honest around gambling and it has been how many years already? 5 years of gambling and I have never been accused wrongly, if you are not trying to cheat the system you won't have any problem and also make sure you choose a reliable and reputable online casino.

[KTChampions]

Online casinos are fairly strict but fairness is mixed. They rely on algorithms, data tracking and automated rules to catch cheating or fraud.

This can be effective but it’s less transparent than in person casinos. Legit players can get flagged for things like VPN use or unusual betting patterns. Most sites have reviews or appeals but outcomes depend a lot on the casino’s reputation.

AI/automation is what annoys me the most about things like this. Because algorithms now operate like a black box, producing a ready-made result without justification (various probabilities have developed in a certain way, and your account has been marked as dangerous/risky for continuing business with you). This cannot be disputed or corrected. As a result, you don’t even know what the problem was and how to avoid it in the future. VPN-unfriendly casinos are also a pain, since in some countries you can only access the outside internet through a VPN.