GGPoker’s AI Admits: No Way for Players to Confirm Fairness

You asked for proof that RNG certificates don’t cover live dealing or the full game-engine logic. Fine. Here’s the actual text from the labs.

GLI-19 (Interactive Gaming Systems), section 2.2.4:
“RNG testing validates the statistical quality of the number stream produced by the RNG.”
And right after that:
“Game-play must be evaluated independently from RNG testing.”

So GLI is very clear about scope:

• they test the number stream
  
• they do not test the shuffle implementation
  
• they do not test live hands dealt on production
  
• and game logic is a separate certification entirely
  

That’s not my interpretation. That’s what they wrote.

BMM says the same thing in their RNG Review Requirements. Their scope covers the RNG module, entropy source, and statistical output. It explicitly excludes “game implementation testing,” which is the logic layer that takes RNG values and maps them into cards, seating, state updates, etc.

This is the whole point.
The RNG test is the RNG test.
The dealing system is a different component.
The labs themselves draw that line.

You asked why I mentioned things like seating or rake. I wasn’t saying those affect the RNG. I was pointing out that the game engine has a lot of logic after the RNG call. That’s normal in any real-time game system. And that same post-RNG layer is not part of RNG certification. Again, that’s not my claim because GLI and BMM LITERALLY STATE IT!!!!

If you think I’m wrong, just post the section from any GLI or BMM document where they say:

– they test the live dealt hands
– they certify the entire shuffle pipeline
– they verify how RNG outputs are mapped to cards
– they validate production implementations

If you can show that line, I’ll happily take the L.

If you can’t, then your “they test the dealt hands from start to finish” line doesn’t match what the labs actually say.

You are arguing with points I never made.
Nobody here is asking GGPoker to dump their whole internal architecture or expose exploits. That is you building a strawman to avoid the core issue.

The point is simple, players cannot run any independent verification of fairness at scale. Regulators having enough information does not magically give players any visibility. Regulators and players do not have the same incentives. Regulators want minimum compliance. Players want confidence backed by evidence. These are different things.

Your line about "why would a site prove more than they have to" basically confirms the whole point. If the only reason they do not provide transparency is because they are not required to, fine, but then do not claim the system is verifiable. It is'nt.

So let’s bring it back to the technical question.
If players already have enough data to run a proper system level fairness test, name the dataset, the method, and the part of the RNG to shuffle pipeline that can be independently reproduced.

If you cannot, then we are not talking about paranoia or conspiracies.
We are talking about a basic fact.
Players have no tools to validate the system.

You make a distinction between GLI (gaming labs international) and BMM.. So why are quoting GLI exactly but not BMM who is actually researching GG???
Which "labs" are you quoting? The only one here that matters is BMM labs. Your exact quote leads to exactly zero results. Also, you cannot quote a different party and then say BMM says something similar and pass it off as evidence.

Since you are talking about GG specifically why not post the RNG certificate where BMM tested GG and stated that they only tested a part of the RNG...

If you are unable to do so, you are not posting any evidence at all and you must truly hate transparency in online poker.

If you want to read up more on how BMM testlabs does test the RNG, the evalution for uPoker shows not just the outcome but also the process. You can see its tested by the GLI-19 method standards as well and entropy certainly is a part of it as you can read yourself.

Nowhere does it say its incomplete, otherwise it wouldnt have passed.

Some important information from their testing:
--
3. DESCRIPTION OF RNG:
The Poker RNG makes use of the Random.js library for node.js. Specifically, it uses the “nodeCrypto” engine, which
is a wrapper for the node.js crypto.randomBytes call. This in turn draws bytes from the OpenSSL default RNG,
which is a NIST SP 800-90A Rev. 1 compliant cryptographically secure RNG, using AES-256 in CTR-DRBG mode.
3.1 SOURCE CODE REVIEW:
The following sections describe the implementation of the RNG in the source code.
3.1.1 Seeding
The OpenSSL RNG seeds itself with entropy drawn from the system, which in turn uses numerous low-level
hardware and software sources of entropy.
3.1.2 Cycling
The Poker RNG is cycled continuously in the background. The timing is randomised each time between 1 and
100ms, and draws between 2 and 10 random numbers each time for an average of around 138 times per second.
The randomness of the cycling is provided by a separate RNG.
Additionally, the OpenSSL RNG updates its state regularly with entropy drawn from the system.
--

And when you claim they dont address shuffling, thats also wrong as you can clearly read:
--
3.1.4 Shuffling
The method for shuffling the deck correctly randomises the order of the cards uniformly, with each possible ordering equally likely
--
So your claim that they "they do not test the shuffle implementation" is hereby also debunked

You can read it all here: https://upoker.net/cert/BGL.1002.01_RNG_...
Which btw, is how you quote things. Exact and with a source so people can check it, its the transparent way 😉

Why are you posting a Upoker cert? lol

You asked for evidence that the RNG certificate only covers the standalone RNG module.
Here you go. The certificate itself shows it clearly.

https://ggpoker.com/network/random-number-generator/

GGPoker

Random Number Generator | GGPoker

1. Look at the evaluated product line:

Evaluated Product(s): Poker Game RNG V 2.0.0

It does not say:

Poker platform

Live dealing system

Game engine

Integration of RNG + shuffle

Full poker workflow

It explicitly limits scope to the RNG component only, the same point I’ve been making.

If the certificate covered everything you claim, it would list:

game server

dealing logic

post-RNG logic

production environment

It does not.

2. Look at the test standard: GLI-19

GLI-19 is the standard for interactive gaming systems, and laboratories typically apply it only to the RNG module unless the customer submits full-system code.

Nothing in this certificate shows GG submitted anything besides their RNG library.

There are no audit results.
No shuffle output matrices.
No production logs.
No platform-wide samples.
No review of downstream logic.

Just “RNG V 2.0.0 complies.”

That is exactly what I’ve been saying.

3. You keep repeating “they test the dealt hands.”
Show me where in this document it says anything about:

sampling live dealt hands

verifying server-side shuffle outputs

validating final deck state

checking game-engine integration

It isn’t there.
Because that is not part of the scope unless the operator chooses to submit it.
This certificate shows GG did not.

4. The certificate looks exactly like every other limited-scope RNG cert in the industry

High-level summary
Basic scope description
No code
No logs
No downstream logic testing

All of this online technology mumbo-jumbo is boring af lol. I prefer the old way of verifying fairness in a live game. If the dealer catches a hanger or anyone is caught cheating, Tiny takes them out back and breaks their legs, then takes their drivers license so they know where their family lives. Simple, but effective!

Because its the same company (BMM labs) that does the RNG license and this one has all the pages instead of the homepage that GG offers. They passed the exact same test.

It clearly shows you made wrong statements, like it does in fact cover entropy and shuffling
But its clear by now you dont know what an RNG entails.

Why are you quoting different companies? lol
Does transparency do you mean that every poker platform has to give up its entire code and logs? lol, do you not see that that would be way way way more dangerous?

When they say they tested the RNG why are you assuming they leave out things (that dont exist) like "full poker workflow" and "dealing logic"
Do you even understand half of the random terms you spew out or do you just sound nice to you? If you do, please eloborate what "full poker workflow" means to you and how it affects the RNG.
And what are your sources that the license doesnt cover this, because you never ever reveal your sources?? Which is very untransparent btw 🙂
Why do you keep insisting that there no audit results when there clearly are?
Why do you claim they only test the standalone RNG module and then show the GG RNG license where nowhere it says this?
Why do you claim they do not test live dealt hands when the whole business of a RNG licensing firm is to test a huge bunch of live dealt hands for errors in randomness?
Which btw, you could do yourself too, so if you think BMM did a sloppy job, just go ahead and correct them 😉
If you fail do to so, you must know deep in your heart that you are playing a fair game and the only reason you are not doing so well is because you are not that good at poker 😉

PS: On a serious note, if you have such a paranoid mindset like you seem to have, I would suggest you that online poker is not the place for you. No matter how many facts and sources will be shown here that the RNG is fair, you will just be stubbornly and deliberately misunderstand everything that doesnt fit your narrative.

the LLM-force is indeed pretty strong.

Maybe he needs be asked one question at the time so its not too overwhelming.

DF, lets me make a comparison for you to show you how ridiculous your paranoia is.
When you buy food at the grocery store and you read all the ingredients and thats its been tested and safe, it even has a quality mark, most people would be able to trust the product.
But you say "hold on, they do not explicitly claim it doesnt contain poison" and then make a huge leap to claiming "Grocery store admits: Food likely contains poison"

It sounds insane of course, but thats the exact logic you are using there.

But still in your own concise words...
What are "full poker workflow" and "dealing logic" and how do they stay away from any total RNG check yet do affect the RNG ?

The Upoker cert you posted which we can’t even confirm is identical in scope to GGPoker’s doesn’t change the underlying issue at all.

Even if GG had an identical full report, the facts remain the same:

An RNG certificate only proves that the RNG module behaved randomly inside a lab environment.
It does NOT prove that the full poker system behaves fairly in real operation.

That distinction never disappears, no matter how many pages the cert has.

Here are the points that remain true regardless of whether GG publishes a full report:

Module-level testing is not system-level testing.
BMM, GLI, and every other lab test the RNG in isolation. They do not certify the behaviour of the production poker system under real-world load.

The certificate does not validate real-time shuffle output.
It tests the RNG engine, not the live, integrated shuffle pipeline used during actual dealing.

The certificate does not audit downstream logic.
Anything after the RNG call seat logic, action-order logic, timing, batching, concurrency, failure modes is completely outside its scope.

The certificate does not analyse platform-wide hand distributions.
It contains no population-level statistical output. That’s what players would need to independently verify fairness.

The certificate does not evaluate the production environment.
Labs do not test server behaviour under load, migrations, updates, clustering, latency, or error-handling routines.

The certificate does not provide player-side verification tools.
This is the core problem. Without transparency or access to platform-wide data, players cannot run a single statistically valid test on the system as it actually functions.

So whether the Upoker cert is 5 pages, 50 pages, or identical to GG’s cert is irrelevant.

The scope is what it is:

RNG module only.
Not the full poker system.
Not the live shuffle.
Not the production environment.
Not the downstream logic.

That’s the entire point.

If someone posts GG’s full cert tomorrow, nothing changes.
The certificate still doesn’t give players the tools needed to independently verify fairness at scale.

That’s not paranoia that’s just understanding what these certs do and don’t cover.

ffs stop using ai to write your posts

...

Want to give it a second try?

GG is rigged though

dismissing an AI output based on it being an AI output seems about as misguided as accepting an AI output based on it being one.

cant argue with that amount of evidence :p

Only someone who has no idea how LLMs work would have this opinion.

Just earlier today I read an article about a criminal case and it mentioned a "GTA Lawyer". So I asked ChatGPT what that meant in the context of the case. ChatGPT wrote me a long text of information about how that is a lawyer who uses arguments that seem to fit into the fictional game Grand Theft Auto, like "the victim spawned in front of me" or "my client thought he was allowed to run over pedestrians because he could do that in GTA".. even fabricating the idea that this is a normal term online, where people will say "I need a GTA lawyer" if caught doing something that cant be defended (cant find any instance of this being a thing and Ive never heard about it so its completely made up by ChatGPT).

The real thing is that it just means a lawyer from the Greater Toronto Area..

Try using it on any topic you actually know a lot about... poker for instance. LLMs are only good when you possess very little knowledge about the topic you ask about. Like "How do I change the oil in my car.. and I bet if youre a mechanic you would find a lot of small details that are imprecise about even things like that.

This guy is using it for a detailed discussion about a niche topic, RNG protocols in online poker. No one should assume what hes posted is correct.

Kebab is right about LLM's. Why do you think we still havent heard from OP on what "full poker workflow" is and how it affects the RNG?
There were about 10 more of these meaningless terms which are extremely common in an LLM. But when asked what they exactly mean it never produces.
In fact, when you google "full poker workflow" there is exactly 1 results and its this very thread. And im not even exaggerating.

AI in general is still quite flawed. But the AI chatbots used by sites/companies (whether its pokersites or anything else) are extremely limited and often shouldnt even be called AI.

And in the case of OP, he is not using a developed AI source like google or chatgpt, because when you ask them if poker is rigged they say it isnt.
But he asks "GGPoker’s Own AI" which is a simple bot who you should ask questions like "what the lowest limit on GG?", not "prove to me online poker is 100% fair"
Its just a very simple virtual assistant, and even in those cases it often comes up short.