The RNG acronym stands for ‘random number generator’ or ‘random number generation’. In online casino games, it usually refers to software, or sometimes even hardware, that continuously produces unpredictable sequences of values, forming the raw output that every game outcome is built from.
RNG decides which outcome occurs in a single round. It has no bearing on a game's long-run payout rate – that's the role of Return to Player (RTP), a separate percentage built into the game's mathematical model.
Because RNG and RTP govern different properties – unpredictability versus long-run payout – they are developed and certified independently. Each is assessed by testing labs against the statistical and technical standards of the regulated market that a game serves.
This guide covers how RNG works, where it applies across casino game types, and what operators should verify in a provider's implementation.

How RNG is Used Across iGaming Products
RNG is applied across three distinct layers of iGaming products, each with its own scope, testing requirements, and – in most cases – its own proprietor.
Depending on the use case, RNG may sit with the game provider, the casino operator, or a platform supplier – and may also power promotional draws or other auxiliary randomisation outside the game itself.
RNG in Casino Game Outcomes
The most common use of RNG in iGaming is to determine the outcome of online casino games. Essentially, RNG is an algorithm embedded in the game software. It continuously generates random numbers, while the game's rules convert those numbers into the outcome of each round.
The algorithm usually runs as part of the game engine on a remote game server hosted by the game provider or a third party. Once there, the RNG cannot be influenced during normal gameplay.
RNG in Bonus Mechanics
RNG does not only determine the outcome of the main game: it may also control bonus triggers, free spins, random multipliers, prize selection, or mystery rewards.
These mechanics still operate within the game's mathematical model, including its probability, payout rules, and feature frequency. The exact implementation depends on the game provider and the individual game.
RNG in Jackpot Campaigns
RNG is also used outside the game itself. Jackpot solutions may rely on a separate RNG implementation to determine when a jackpot is triggered, which prize tier is awarded, or which eligible player receives the prize.
Whether it is a local or network jackpot, the random selection always follows predefined campaign rules and eligibility criteria. The jackpot supplier is responsible for the underlying jackpot logic, campaign management, audit controls, and its own RNG implementation, which operates independently from the RNG used in the game itself.
What Types of RNG Are Used in Online Casino Games?
There are two categories of random number generators relevant to iGaming infrastructure decisions: Pseudo-Random Number Generators (PRNGs) and True Random Number Generators (TRNGs).
While both produce unpredictable numerical values, they work in different ways: in online casino software, PRNGs are the most common choice because they generate results quickly and consistently for every game round; TRNGs, on the other hand, rely on physical sources of randomness and are less common in standard online casino games.
In both cases, the numerical output is converted by the game's logic into the final game outcome.
How PRNG Works in Casino Software
PRNG is the default choice for standard online casino software because it is fast, scalable, and can support thousands of game rounds simultaneously. Hardware-based random number generators – also known as physical entropy sources – cannot keep up with that volume.
A PRNG generates a numerical sequence from an initial seed value. The seed determines the starting point, while the deterministic algorithm continuously produces new values by updating its internal state. The game logic then maps those values to game outcomes, such as reel positions, card draws, or roulette numbers.
Their reliability, however, depends on more than the algorithm itself. Secure seed management, protected internal state, controlled software versioning, and strict access controls help maintain the integrity of the implementation and are key areas assessed during independent certification and testing.
Importantly, the seed does not determine a game's Return to Player (RTP), payout structure, or available wins. Those are predefined by the game design. The PRNG typically operates within the game provider's software or on a remote game server.
Where TRNG is Used in iGaming
Unlike a PRNG, a True Random Number Generator (TRNG) relies on physical entropy rather than a deterministic software algorithm. It uses hardware to measure unpredictable physical events and converts them into random numbers.
Because TRNGs require dedicated hardware, they are less common in standard online slots and virtual casino games. Instead, they are more likely to be used in specialist gaming hardware, lottery systems, security components, or hybrid gaming architectures where physical entropy provides an additional source of randomness.
RNG Certification in iGaming
RNG certification is one of the clearest due diligence checkpoints when evaluating a game provider or platform partner. RNG audits confirm that each game’s random number generator meets the statistical and technical requirements of a given regulated market – and it is frequently the first thing a licensing body or a cautious operator will ask to see.
Let's delve deeper into the details and find out who provides these certificates and how to obtain them.
- BMM Testlabs is a long-established independent laboratory that tests and certifies games. One of the most reputable authorities in gaming content, it has been working for more than 40 years. The BMM team can test any gaming content for RNG compliance regardless of the jurisdiction selected by the operators.
BMM takes a two-step approach to implement iGaming brand verification. First, preliminary content confirmation (RNG validation, mathematical consistency, functionality, etc.) is performed, followed by quarterly verification. As for the certificate itself, BMM experts perform a series of technical audits, after which a panel decides whether to issue a certificate of conformity. - iTech Labs is one of the world leaders in testing and certifying online gaming systems, operating since 2004. iTech Labs now offers accreditation in Europe, Asia, and the Americas. The brand focuses on the regulations and restrictions of specific jurisdictions to ensure that their clients’ game content complies with current licensing requirements. The RNG certification process from iTech Labs consists of three stages. First, the team analyses and tests the code for vulnerabilities. Two steps of tests follow, including a set of diehard tests, which shows the system in action.
- Gaming Labs International (GLI) is another globally recognised iGaming test lab certifying RNG-based games. Globally, GLI certificates are approved across regulated markets, making them desirable for iGaming brands. The process of verifying RNG algorithms depends on many factors but mainly involves the following steps:
- General RNG code overview
- Diehard Battery of Tests
- Outcome Distribution Tests
- eCommerce Online Gaming Regulation and Assurance (eCOGRA) is a London-based agency that inspects online gambling software and systems. The organisation's primary role is to protect player rights, guarantee fair games, and ensure provider responsibility. Technical experts conduct a detailed analysis to determine if the games offered comply with RNG requirements and function correctly. A positive audit results in a comprehensive report and eCOGRA certificate.
What Operators Should Verify About RNG Certification
Knowing the shape of the RNG certification process tells you which questions to ask during due diligence, and which documents to expect a provider to produce on request:
- Technical documentation on file – has the provider retained the documentation submitted to the lab (algorithm, seeding method, configuration)? This is often the artefact a regulator or auditor will ask an operator to produce.
- Independent code review – was the code audited for vulnerabilities and predictability by the lab, as a distinct step from statistical testing?
- Statistical testing evidence – does the certificate reference specific test batteries (such as diehard tests) and outcome distribution analysis, rather than a bare pass/fail statement?
- Jurisdiction match – does the certification explicitly cover the market(s) you are licensed in? A certificate issued for one jurisdiction doesn't automatically extend to another.
- Re-verification status – when was the certificate last renewed, and is it tied to a periodic re-verification cycle (quarterly, in some cases) or triggered by changes to the RNG implementation?

The Operational Bottom Line
RNG is a core, compliance-critical component of every regulated casino game, and certification is what proves it functions as intended. For operators, that proof underpins licensing eligibility, player trust, and dispute resolution. For providers and platform suppliers, making it visible – documenting how RNG is implemented across game outcomes, bonus mechanics, and jackpot logic – is what serious partners rely on when evaluating a provider.
Understanding where RNG sits in a product – game engine, bonus layer, or jackpot aggregator – and who certified it, gives operators a clearer basis for partner evaluation, market entry decisions, and regulatory conversations.