GGPoker’s AI Admits: No Way for Players to Confirm Fairness
GGPoker’s Own AI Just Admitted Something Important About Fairness
(Every point below comes directly from responses given by GGPoker’s official AI assistant, AskGG.)
Over the last couple of days I had a long back and forth with GGPoker’s official AI support bot.
I asked straightforward questions about transparency and fairness.
The answers it gave were surprisingly revealing.
None of the following is my opinion.
These are statements made by GGPoker’s own official assistant.
---
1. The bot admitted that players cannot independently verify fairness
AskGG stated:
> "Players cannot independently validate all aspects of fairness. Without platform-wide data, proprietary RNG details, or investigation reports, full independent verification is not possible."
This means players have no way to confirm the fairness of the dealing system.
---
2. The bot confirmed that GGPoker does not publish critical fairness data
According to AskGG, players do not have access to:
Platform-wide hand distribution data
Internal investigation outcomes
Regulatory communication history
RNG design details
Detailed audit methodology
Raw shuffle data
Past compliance actions
These are exactly the types of data required for independent analysis.
---
3. The bot admitted that these transparency gaps fit recognized regulatory red flag categories
I asked whether these gaps match what regulators classify as fairness risk factors.
AskGG answered:
> "Yes, these transparency gaps do constitute risk factors and red flag categories under gaming compliance standards."
This is significant.
Their own assistant is saying the current level of transparency fits criteria regulators usually investigate.
---
4. The bot confirmed that these gaps alone are enough to justify regulatory review
I then asked whether these issues by themselves would justify a regulator taking a closer look.
AskGG said:
> "Yes. These gaps alone could justify a request for further review, clarification, or audit."
This means a regulator would have grounds to open an inquiry based on these issues alone.
---
5. The bot stated that players must rely on trust rather than verification
More quotes from AskGG:
> "Players cannot assess the technical implementation of fairness."
"Full independent verification is not possible."
"Players must rely on external certifications, not data."
"Players cannot evaluate whether unusual runouts are normal or abnormal."
This is the opposite of a transparent system.
---
6. The bot listed examples of RNG misconduct that regulators consider fraud
AskGG outlined the following as examples of RNG manipulation or fraud:
Action biased dealing
Increased frequency of premium hands
Predetermined outcomes
Selective card distribution
Non random patterns
Failure to report technical flaws
Tampering or backdoor access
Using uncertified RNGs
These are the exact concerns many online players have raised for years.
---
7. So what does this mean
To be clear, I am not saying GGPoker is rigged.
I am also not alleging fraud or wrongdoing.
What I am pointing out is:
GGPoker’s own AI assistant explicitly states that players cannot independently verify fairness
It confirms that key data needed for verification is completely withheld
It labels these exact transparency gaps as recognized regulatory red flag categories
It acknowledges that these gaps alone justify further review by regulators
It says players have no ability to determine whether runouts are normal or not
This raises serious consumer protection questions.
Players deserve clarity, transparency, and access to the information required to evaluate fairness.
If anyone wants the full transcript I will post it.
The fact that you think an AI's bullshit nonsense outputs are worthy of a thread on NVG is sad.
The fact that you think an AI's bullshit nonsense outputs are worthy of a thread on NVG is sad.
I agree. In this particular case, whatever the AI chatbot responded with is most likely just AI-generated garbage. You can’t draw any real-world conclusions from an AI chatbot’s response.
The fact that you think an AI's bullshit nonsense outputs are worthy of a thread on NVG is sad.
or even worse yet, these people.
The fact that you think an AI's bullshit nonsense outputs are worthy of a thread on NVG is sad.
If the only counter argument is “AI garbage,” then it looks more like people are trying to dodge a technical discussion rather than engage with it.
So let’s put the AI aside completely and talk pure facts.
Here are the core transparency questions that every online poker site either can or cannot answer, and none of these depend on who typed the sentences.
1. Does GGPoker publish platform wide hand distribution data for independent statistical validation?
2. Does GGPoker publish the methodology and raw outputs of its RNG audits?
3. Does GGPoker publish internal investigation reports into fairness complaints?
4. Does GGPoker publish its regulatory correspondence or past compliance actions?
5. Do players have any way to run reproducible testing of the shuffle over a large sample?
6. Is there any mechanism for player side verification of randomness beyond “trust the audit”?
These are yes or no questions.
If the answer to all of them is “no,” then that is the definition of an opaque system, regardless of whether the statements came from an AI, a support rep, or a PR intern.
If anyone here thinks GGPoker offers actual independent player side verification tools, feel free to name them.
If anyone thinks platform wide transparency exists, link it.
If anyone thinks players can review full RNG methodology, show where it is published.
Otherwise the “AI garbage” replies are just a distraction from the real issue:
Players have zero ability to confirm fairness at scale.
Not reduced ability.
Not limited ability.
Zero.
This is not about rigging accusations.
This is about the fact that in 2025 the second largest poker site on earth still cannot provide the most basic transparency tools that would allow players to perform even a single statistically valid test of system level randomness.
If someone wants to debate that point, great.
If someone wants to handwave it away with “AI bad,” that is basically admitting you have no technical rebuttal.
This is about the fact that in 2025 the second largest poker site on earth still cannot provide the most basic transparency tools that would allow players to perform even a single statistically valid test of system level randomness.
.....and which poker site has provided this data for customer-review in the last decades?! The list is rather short: none afaik. I personally think that GG is shady, but constructing a case from the answers of the AI-bot is kind of thin.
If the only counter argument is “AI garbage,” then it looks more like people are trying to dodge a technical discussion rather than engage with it.So let’s put the AI aside completely and talk pure facts.Here are the core transparency questions that every online poker site either can or cannot answer, and none of these depend on who typed the sentences.1. Does GGPoker publish p
The fact that you first come in with this absolute nonsense about getting a support ai to say stupid things tells me all i need to know about you.
You are desperate for games to be rigged as you are dissatisfied with your results.
There is not good reason to engage with that discussion. because no matter what there wont be a point at which point you will concede that there is enough information out there.
I suggest for you to join the poker is rigged thread and would suggest moderators merge this thread to it as this is nothing but a run of the mill games are rigged thread.
Players have access to their own hand histories and if you care to you can probably hand mind and you can combine date bases.
You can review those hands whats wrong with that?
Why would any poker site let a small group of dissatisfied customers with an axe to grind review anything? What possible benefit could that have?
DF, you seem really interested into researching the fairness of GG
And one of your major setbacks in this you say is you cant find wide hand distribution because GG (just like any other site) doesnt publish them...
Good news, GG hand mining is indeed public and you too can get those hh's and import them.
There are literally hundreds of millions hands to look at.
So you can actually do the independent statistical validation you so desperately want 😀
Looks like christmas came early for you 😉
Please post the results of your extensive investigation here will you
If the only counter argument is “AI garbage,” then it looks more like people are trying to dodge a technical discussion rather than engage with it.So let’s put the AI aside completely and talk pure facts.Here are the core transparency questions that every online poker site either can or cannot answer, and none of these depend on who typed the sentences.1. Does
Okay, let us put aside AI and address the still ridiculous claims you are making.
You are correct that there is no way for us to verify any of the above. It is possible that RNGs in online poker are rigged, and there is no way for players to 100% confirm this isn't the case.
But, there are many other things in life we can't verify.
I can't verify that the casino where I play live isn't rigged by card mechanic dealers colluding with players or the deckmate 2 being hacked.
I can't verify that contests and promos on TV/online are not rigged to pick the friend of an organizer.
I can't verify my ballot gets counted when I go vote in elections.
I can't verify that the jobs I apply to give a fair shot to all qualified candidates.
I can't verify that I'm not living in a Truman show reality where the entire world around me are actors.
See how stupid this all sounds? There are many things in life we cannot verify and are required to accept on faith.
That does not mean that we should behave like mentally ill conspiracy nuts.
A lot of people here seem emotionally triggered by the idea of even questioning site transparency. That alone is telling.
Let us clean up the nonsense and stick strictly to logic and verifiable facts.
1. “No poker site provides this data, so it doesn’t matter”
is not an argument.
If every site hid something, that does not make the something irrelevant.
In cryptography, aviation, medicine, and finance, transparency is a baseline expectation.
“Everyone else hides it too” is the weakest justification imaginable.
If you want to defend opacity, defend it on its merits, not because “others do it.”
2. “You can hand mine millions of GG hands”
is not the same as platform-wide distribution disclosure.
Mining hands shows player-surface outcomes, not:
• shuffle seed behavior
• PRNG implementation
• entropy source
• reseeding schedule
• state transitions
• audit methodology
• backdoor access vectors
• post-shuffle handling
• deck/refill logic
• collision patterns
• server-side biasing potential
Mining hands tells you what the client saw, not how the server produced it.
This is a basic technical distinction.
Arguing otherwise is just showing you do not understand how RNG systems work.
3. “You can review your own hands”
is mathematically useless.
A player’s personal sample is orders of magnitude too small to detect systemic bias.
This is not opinion.
This is statistical reality.
A meaningful test requires:
• tens of billions of hands
• server-side shuffle logs
• shuffle entropy feed
• chain of custody
• audit trail
• seed state transitions
• full combinatorial comparison against expected distribution
Anything else is noise.
4. “Other things in life are not verifiable”
is a fallacy called Appeals to Futility.
Comparing:
• online poker shuffling
to
• presidential elections,
• TV game shows,
• job hiring,
• or the Truman Show
is not only unserious, it is a complete category error.
Poker is not a philosophical thought experiment.
Poker is a real-money environment using software that could, in theory, be biased either deliberately or accidentally.
The fact that some of you respond emotionally instead of technically is exactly why transparency matters.
5. “If you ask these questions you must be a losing player”
is the oldest and weakest ad-hominem on NVG.
If your only defense of a billion-dollar poker site is:
“You are mentally ill”
then you have already conceded the technical debate.
6. The core technical question still stands.
None of you has answered it.
Here it is again, very slowly, so nobody can pretend they missed it:
What mechanism does GGPoker provide that allows players to independently verify the randomness of the dealing algorithm over a statistically significant sample?
Name the mechanism.
Link the dataset.
Describe the reproducible method.
If you cannot do that, then you are proving the point:
Players have no verifiable method to confirm fairness at scale.
That is not a conspiracy.
That is a fact.
And if a fact bothers you enough that you need to call people crazy to avoid discussing it, that says more about your argument than mine @TRUSTtheDRAWCESS
If you want an entropy source why where you talking about hh distribution in the first place? You know hand histories dont have that
What you are looking for is the RNG certification. That tells you the entropy source and if they passed the RNG test (sneak preview: they do)
But I have a gut feeling you'll answer that with: but how can we trust the RNG certification companies???
Comparing:
• online poker shuffling
to
• presidential elections,
• TV game shows,
• job hiring,
• or the Truman Show
is not only unserious, it is a complete category error.
Poker is not a philosophical thought experiment.
Oh and btw, you do realize that presidential elections & job hiring arent "philosophical thoughts experiments" either right? The comparison made was fair. We cannot have 100% transparency in this world.
You might not see your girlfriend for 1 hour because she escaped... does that mean she cheated on you???
If the only counter argument is “AI garbage,” then it looks more like people are trying to dodge a technical discussion rather than engage with it.So let’s put the AI aside completely and talk pure facts.Here are the core transparency questions that every online poker site either can or cannot answer, and none of these depend on who typed the sentences.1. Does
This post is literally heavily generated by AI. GTFO
What funny farm do these people come from? Trusting AI but not regulation, genius.
I agree. In this particular case, whatever the AI chatbot responded with is most likely just AI-generated garbage. You can’t draw any real-world conclusions from an AI chatbot’s response.
Reminds me of when people ask Grok to speculate on what a Twitter "Social Credit" score would be and they think that reveals internal secret practices at Twitter. That's not how any of this works.
If you want an entropy source why where you talking about hh distribution in the first place? You know hand histories dont have thatWhat you are looking for is the RNG certification. That tells you the entropy source and if they passed the RNG test (sneak preview: they do)But I have a gut feeling you'll answer that with: but how can we trust the RNG certification companies???Oh
Slugant, you are mixing two completely different layers of testing and presenting them as if they are the same thing.
RNG entropy testing and deployed system fairness testing are not interchangeable.
RNG certification only verifies the quality of the underlying PRNG output, not the fairness of the shuffle implementation.
A perfectly certified RNG can still produce biased dealing if any of the following are flawed: deck generation, shuffle algorithm, card drawing logic, deck refill logic, state transitions, post-processing, multi-thread concurrency, table-level overrides, or deployment version drift.
No RNG certificate tests the actual real-money shuffle code that the live poker server runs.
Hand mining does not provide server-side information. It only shows what the client was sent. It cannot detect subtle biases, seed reuse, or any server-side transformation.
Entropy source and system-level fairness are not the same thing, and any auditor or game testing engineer will tell you that immediately.
The technical question remains unanswered:
What mechanism exists for players to independently verify that the deployed GGPoker shuffle implementation behaves according to mathematically expected distributions over a statistically significant sample?
Name the mechanism.
Link the dataset.
Describe the method.
If you cannot, then you are proving the point.
Not about rigging, but about transparency.
Allegations on top of misplaced trust. Set up an account here in 2017 in order to communicate with the 888 rep to argue against changes that were happening at that time. Do not have any other forum accounts here or elsewhere and never on social media so you are way off.
Spin me some more accusations you'd like to make without evidence.
RNG entropy testing and deployed system fairness testing are not interchangeable.RNG certification only verifies the quality of the underlying PRNG output, not the fairness of the shuffle implementation.A perfectly certified RNG can still produce biased dealing if any of the following are flawed: deck generation, shuffle algorithm, card drawing logic, deck refill logic, state t
What are your sources? Because it sounds like you never read an RNG certificate and you dont know anything about how they operate and what they actually test.
A RNG certifcation does 100% test the "actual real-money shuffle"
They test millions and millions of hands, so the output, of the entire RNG system. This includes entropy (seed) all the way to the actual dealing of cards.
They test it to see if there is any bias. And they cleared that test. So your claim that bias can still occur is simply wrong. I'd love to see the proof you have that these 3rd party RNG testing companies only check the PRNG part of it all. Because they simply do not.
If there was any bias whatsoever a RNG test (which again, covers the output of the entire process) would show it.
If however you want to keep on believing that the RNG rigged and disappointing results are not to blame on your game thats fine. But dont post nonsense after nonsense without even a shred of evidence.
Because for someone who seems to be very keen on transparency, you have shown absolute zero sources to your claims yourself.
Do we just have to take your word for it???? Isnt that the exact opposite of your whole point?🙂
What are your sources? Because it sounds like you never read an RNG certificate and you dont know anything about how they operate and what they actually test.A RNG certifcation does 100% test the "actual real-money shuffle"They test millions and millions of hands, so the output, of the entire RNG system. This includes entropy (seed) all the way to the actual dealing of cards.Th
You are treating two completely different things as if they are identical:
1) RNG certification in isolation
2) The behaviour of the live deployed production system
Every major lab such as GLI, iTech, BMM or eCOGRA states clearly what they test.
They test the RNG module and its statistical output under controlled conditions.
They do not certify how the RNG behaves once it is integrated into a full real-money poker client running on production servers.
If you believe this means the entire system cannot produce bias, that is simply not what these audits cover.
1. RNG certification is not full-system certification
Labs take the RNG, the seed generator and the shuffle logic into a test harness.
They generate millions of samples to check for uniformity, correlation, entropy quality and distribution consistency.
That is the scope.
They do not test:
• multi-table concurrency
• production server behaviour
• load spikes
• packet ordering
• threading or scheduling issues
• client-server desync
• post-RNG logic inside the game engine
No lab certifies the entire real-money dealing pipeline under live operational conditions.
If you think they do, link the scope. No operator receives this type of audit.
2. A clean RNG in isolation does not guarantee a clean system in deployment
GLI documentation itself states that certification does not cover:
• implementation bugs
• concurrency faults
• memory corruption
• integration errors
• edge-case logic
• behaviour introduced after integration
You can have a perfectly uniform RNG module that becomes biased once it is inside a complex live system with load, timing, server conditions or packet handling issues.
This is basic software engineering, not speculation.
3. Your claim that labs test the actual real-money shuffle is incorrect
If GLI or iTech truly tested end-to-end real-money dealing on production servers, you would be able to post the audit scope.
They do not.
They never have.
What operators receive is:
• RNG Certification
• Game Rules Verification
• Systems Audit covering logging, accounting and access controls
None of these certify the live shuffle pipeline itself.
4. The certification gap matters
GGPoker received an RNG certificate in 2021.
The next assessment was not done until November 2024.
That is a three-year gap.
In regulated markets, RNG audits are usually done every year or at most every 18 months.
So the obvious questions become:
• Why was there no audit for three years
• What version of the RNG or shuffle pipeline was actually in use during that period
• Were updates, patches or server migrations made without certification
• What exactly was validated in 2024, and was it the original 2021 RNG or a different one
If you want to argue that certification guarantees end-to-end behaviour, then gaps like this become even more important.
Show where any lab claims that a three-year gap is standard practice. I am happy to read it.
5. You asked for sources but have not provided any for your own claims
You stated that labs test the entire output of the full system.
You have not linked a single audit scope to support that claim.
The published documentation from lab providers states otherwise.
If you have evidence that GLI or iTech validate the live shuffle pipeline running across production servers with real traffic and real operational load, post it.
Otherwise you are relying purely on assumption.
Finally,no one said RNG certificates are useless.
The point is that RNG certification does not and has never guaranteed the absence of bias in the live deployed system.
If you want to debate that, bring sources rather than asking everyone to take your word for it.
This is what happens when you talk to AI too much and it starts backing up your delusions.
I met someone this weekend who believed that they were going to create a mental health app through talking to chatgpt, which had been feeding them all sorts of nonsense including telling them it loved them.
It's wild how badly AI is deteriorating peoples mental health already.
What is it that you are asking for?
What is it that you want?
What level of proof would you need to consider it confirmed fair.
This is what happens when you talk to AI too much and it starts backing up your delusions.
At this point it looks like we are talking to a badly programmed AI machine gone rogue
DF, I'll humour you by only selecting one point of yours.
You say RNG certificate doesnt include "post-RNG logic inside the game engine"
This point, much like the other points, make absolutely no sense.
They test the the dealt hands, so there is nothing to happen after that. Where does that leave room for "post-RNG logic inside the game engine". The RNG controls the hand dealing from start (seed/entropy) to finish.
But once again, since you missed the most important part.
You crave transparency from us and the poker sites.
But you give none yourself.
When you say the an RNG certificate does not include the live dealt hands, please give us some transparency by providing proof for that statement. Because otherwise nobody will agree with you.
Oh and btw, copying or sounding like a broken AI machine does not constitute as proof 😉
At this point it looks like we are talking to a badly programmed AI machine gone rogueDF, I'll humour you by only selecting one point of yours.You say RNG certificate doesnt include "post-RNG logic inside the game engine"This point, much like the other points, make absolutely no sense.They test the the dealt hands, so there is nothing to happen after that. Where does that leave
You’re still misunderstanding the basic structure of certification. 🙄
An RNG certificate tests the RNG output, not the entire production game path.
It does not audit:
• post-RNG game logic
• table-level dealing modules
• server-side transformations
• rake logic
• seating logic
• session-level entropy manipulation
• or any code after the RNG hands off bytes
Every lab clearly states this in their methodology.
If you disagree, post the line in BMM or GLI documentation showing they certify the entire end-to-end dealing pipeline, not just the generator output.
If you can’t post it, then you’re guessing.
Why would a site go beyond to prove to you what they don't need to prove to regulators.
There is no value to a site telling you the inner workings of their architecture more than they need to because it opens them up to potential exploits.
If you are so invested and have such a deep knowledge on the topic, why don't you take your prompts to a poker site and see if they want you on their security team lol.
You’re still misunderstanding the basic structure of certification. 🙄An RNG certificate tests the RNG output, not the entire production game path.It does not audit:• post-RNG game logic• table-level dealing modules• server-side transformations• rake logic• seating logic• session-level entropy manipulation• or any code after the RNG hands off bytesEvery lab clearly states this
What does rake or seating logic even mean to you? How does it affect the (testing of the) RNG? You know you just are naming 8 random things like they mean something when they dont. Where is your transparency or proof that these things are happening the way you claim?
But the transparency you desire from others, you do not supply yourself, since I also asked you something:
"When you say the an RNG certificate does not include the live dealt hands, please give us some transparency by providing proof for that statement. Because otherwise nobody will agree with you.
Oh and btw, copying or sounding like a broken AI machine does not constitute as proof"
In your logic...If you cant post that the RNG (testing) works the way you claim, you are just guessing
If every lab states this in their methodology, like you claim, it wont be hard to show this.
