How Casino Games Actually Work

What Is RNG Testing? How Casino Games Get Certified Fair

RNG testing is how independent labs like eCOGRA, iTech Labs and GLI verify a casino game's code is genuinely random, unpredictable, and pays out what it claims.

Close-up of glowing blue code displayed on a computer screen
Behind every spin is a piece of code, and RNG testing is how anyone outside the developer gets to check it. Photo via Pexels.

RNG testing is the independent verification of the code that decides the outcome of a casino game, its Random Number Generator. Independent labs like eCOGRA, iTech Labs and GLI examine that code and security, run millions of simulated rounds through statistical tests, and confirm the results are genuinely random, unpredictable, and pay out what they claim to. A passing game gets a certificate. In most licensed markets, a casino cannot legally run a game without one.

What does RNG mean?

RNG stands for Random Number Generator. Every casino game, a slot machine, a virtual deck of cards, a roulette result, is secretly run by a piece of code that decides what happens next. That code is the RNG. The obvious question a player never gets to answer on their own: is it really random, or could it be rigged to favor the house beyond its stated odds? Nobody can verify that from the outside just by playing. That is exactly the gap RNG testing exists to close.

What is RNG testing?

RNG testing is when an independent lab, one with no financial stake in the game's outcome, examines the game's code and security, then runs millions of simulated rounds through statistical tests to check that the results really are random and cannot be predicted or tampered with. This is not the developer checking its own work. It is a separate organization, accredited to do exactly this kind of testing, given access to the code and running its own independent simulations before a regulator ever signs off.

What exactly do testing labs check for?

Three main things, and each one answers a different question a player would otherwise have no way to check.

  1. Genuine randomness. Are the results actually random and evenly distributed, or does the code favor certain outcomes in a way it should not?
  2. Unpredictability. Can the next outcome be predicted from previous ones? A fair RNG has no memory a player, or anyone else, could exploit.
  3. Payout accuracy. Does the game actually pay out what it claims to pay out, matching its published RTP over a very large number of rounds?

If a game passes all three, it gets a certificate. The lab re-checks it whenever the game's code is updated, since even a small change can shift how any of these three behave.

Which labs test RNGs?

A handful of independent labs do most of this work across the industry, each with its own history and regulatory relationships.

LabOperating sinceKnown for
eCOGRA2003Founded specifically for online gaming, one of the first labs built around this niche
iTech Labs2004Testing and certifying online gaming systems across multiple jurisdictions
GLI (Gaming Laboratories International)30+ yearsGrew out of Nevada's land-based gaming industry, deep relationships with US state regulators
An infographic titled "How an RNG Actually Gets Certified," a five-step vertical flow: lab receives the code, millions of rounds simulated, payout accuracy verified, certificate issued, re-tested on every update
Independent labs test the code before any regulator lets it near real money. Illustrative process, exact steps vary by lab.

Does one RNG certificate work in every country?

Usually not. Certification is typically tied to a specific jurisdiction's technical standards, not a universal stamp that travels everywhere. A game certified to meet one regulated market's requirements often has to go through testing again, against a different set of technical rules, before it can legally launch in another market. The underlying code might not even change much between the two. The compliance paperwork still has to.

What happens when a game gets updated?

The lab re-checks it. A certificate is not a one-time event that covers a game forever. Any meaningful change to the code, a new feature, a rebalanced paytable, a security patch, can affect how the RNG actually behaves, so testing labs re-verify the game after updates rather than assuming a past pass still applies. This is also why the same base game can sometimes carry slightly different testing histories across different casinos or markets, depending on which version of the code each one is actually running.

Is a certified RNG the same as a fair casino overall?

Not entirely, and this distinction matters. RNG certification proves one specific thing: that the game's outcomes are genuinely random, unpredictable, and pay out what they claim to. It says nothing about how a casino handles deposits, withdrawals, customer support, or responsible gambling tools, since those are separate questions covered by the operator's actual license and business practices, not by the lab that tested one piece of code. A certified RNG is a real, verifiable signal that the game itself is not rigged. It is not, on its own, a guarantee that everything else about where you are playing is trustworthy too.

Quick self-check

Do you really understand RNG testing?

Answer 5 questions to see how solid your grasp of RNG testing really is. Nothing is sent anywhere, this runs in your browser.

1. Who actually performs RNG testing?

2. Which of these is NOT one of the three main things a lab checks for?

3. Does an RNG certificate from one country automatically work everywhere?

4. A certified game gets a meaningful code update. What happens next?

5. Does a certified RNG guarantee the whole casino is trustworthy?

Answer all 5 questions to unlock your result.

The bottom line

"Certified RNG" is not just a marketing sticker sitting quietly in a footer. It is independent proof that a game's outcomes are genuinely random, unpredictable, and pay out what they claim to, checked by a lab with nothing to gain from the result either way. In most licensed jurisdictions, a casino cannot legally run a game without that certificate, and a real one gets re-checked every time the code changes, not just handed out once and forgotten.

If you are the one choosing which games go on your platform, this is not trivia, it is part of what makes a game launchable at all. Whitelabels.com ships a casino games library sourced from providers who carry this kind of independent testing as standard. For the two numbers that testing helps keep honest, see what RTP actually means and what house edge actually means.

Key takeaways

  • An RNG (Random Number Generator) is the code that decides the outcome of a slot spin, a card shuffle, or any other casino game result.
  • RNG testing is independent verification, done by a lab with no stake in the outcome, not something the game developer certifies about itself.
  • Labs check three things specifically, that results are genuinely random and evenly distributed, that nobody can predict the next outcome from previous ones, and that the game pays out what it claims to pay out.
  • eCOGRA (founded 2003), iTech Labs (operating since 2004) and GLI, which traces back over 30 years to Nevada land-based gaming, are three of the most recognized independent testing labs in the industry.
  • RNG certification is usually tied to one jurisdiction's technical standards. A game certified for one regulated market often needs to be re-tested before it can legally launch in another.
  • A passing game gets a certificate, but that is not a one-time event. Labs re-check the game whenever its code is updated, to confirm it is still compliant.

Sources and further reading

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What Is RNG Testing in iGaming?

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Matthieu Tissot
Written by

Matthieu Tissot

Chief Marketing Officer

As the Chief Marketing Officer at Whitelabels.com, Matthieu is passionate about the democratization of iGaming. Starting an online casino should not take multiple months and cost tens of thousands of dollars, and that belief is why he spends his time building content about the industry, making information that used to sit behind expensive consultants and agencies available to the broad masses instead.

Questions

Frequently asked questions

What does RNG mean in an online casino game?

RNG stands for Random Number Generator. It is the piece of code running behind a slot machine, a virtual deck of cards, or any other casino game that decides what the next outcome actually is.

What is RNG testing?

RNG testing is when an independent lab, one with no financial stake in the game's outcome, examines the game's code and security, then runs millions of simulated rounds through statistical tests to check that the results are genuinely random and cannot be predicted or tampered with.

What do RNG testing labs actually check for?

Three main things. First, that results are genuinely random and evenly distributed. Second, that nobody can predict the next outcome from previous ones. Third, that the game actually pays out what it claims to pay out, matching its published RTP.

Which labs test RNGs for online casinos?

Some of the most recognized independent labs are eCOGRA, founded in 2003 specifically for online gaming, iTech Labs, operating since 2004, and GLI (Gaming Laboratories International), which traces back over 30 years to Nevada's land-based gaming industry and holds deep relationships with US state regulators.

Does one RNG certificate work in every country?

Usually not. Certification is typically tied to a specific jurisdiction's technical standards, so a game certified for one regulated market often has to be re-tested against a different jurisdiction's rules before it can legally launch there.

What happens when a certified game gets updated?

The lab re-checks it. Any meaningful change to a game's code can affect how it behaves, so testing labs re-verify the game after updates to confirm it is still compliant, rather than treating certification as a one-time stamp.

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