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Mathematicians

Build mathematically sound slots with specialists in RTP modelling, volatility, hit frequency, reel strips, paytables, and feature mathematics, covering free spins, cascading, cluster pays, hold-and-win, and buy features.

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100+ RTP Models Delivered
1B+ Simulation Spins Executed
3 Volatility Bands Modelled
1Certification-Ready PAR Sheets
GLI, BMM & iTech Prep
What You Receive

The Design Deliverable Set

02

UI Kit & Design Tokens

Reusable components covering typography, colour scales, buttons, icons, interaction states, spacing, and UI rules. Delivered as versioned Figma component libraries.

03

Symbol Sets & Game Assets

Full symbol packs, icons, and interface assets exported in SVG, PNG, AI, or PSD, organised and named by game state, function, and layer.

04

Background & Environment Art

Game backgrounds, decorative environments, and layered scene elements supplied as PNG, PSD, AI, or applicable 3D source files with export-ready parts.

06

Animation Source Files & Sprite Atlases

Animation timing, triggers, transitions, easing curves, and behaviour documented through Figma prototypes, MP4/GIF references, or animation source files.

07

Asset Naming Specification

A consistent naming and folder structure for symbols, UI elements, animations, backgrounds, and exported assets to keep development handoff clean.

08

Localisation-Ready Layouts

Layouts built for text expansion, multiple languages, currency symbols, and variable-length content without breaking the UI grid or state transitions.

Build Better Slots with Expert Game Mathematicians.

Whether you need a dedicated mathematician or flexible project support, get experts in RTP, volatility, probability modeling, and slot game math.

The Math Deliverable Set

Math Specification Document

Defines the mathematical rules, assumptions, probability distribution, RTP targets, volatility band, hit frequency, win limits, and feature behaviour. It becomes the single source of truth for development, QA, and certification.

Reel Strip Files

Supplies the configured reel strips, symbol positions, and symbol distribution used to implement the approved probability model directly in the game engine.

Paytable Definition

Documents symbol values, winning combinations, multipliers, wild and scatter behaviour, and every payout rule engineers need to implement the game accurately.

PAR Sheet

Summarises the key mathematical characteristics of the game — RTP, hit frequency, volatility, feature contribution, and maximum-win exposure — in the format testing laboratories expect.

Simulation Report

Provides simulation results validating theoretical behaviour against observed outcomes, including statistical ranges, confidence intervals, and convergence analysis at required sample sizes.

RNG Mapping Specification

Defines how mathematical outcomes map to RNG-generated values, giving developers and QA a precise, reproducible implementation reference across every game state.

Feature Math Annex

Documents the mathematics behind free spins, cascading reels, hold-and-win, cluster pays, buy features, and other bonus mechanics, isolated from the base game for clarity.

RTP Variant Matrix

Maps each supported RTP configuration to its underlying mathematical parameters, reel configuration, and expected simulation results for market-specific deployment.

Certification Submission Pack

Compiles the mathematical specification, PAR sheet, simulation evidence, configuration details, and supporting documentation the testing laboratory needs to complete review.

Simulation and Validation Method

Step 01

Define the Simulation Model

Configure reel strips, paytables, paylines or ways, feature triggers, multipliers, jackpots, and RTP targets.
Establish RNG assumptions and mathematical parameters.
Define expected RTP, volatility, and hit frequency before simulation begins.
Set the maximum win and other mathematical limits before running simulations.
Step 02

Run Large-Scale Simulations

Run 1 to 10 billion spins depending on RTP, volatility, and feature complexity.
Compare simulated outcomes against theoretical mathematical calculations.
Measure RTP, volatility, hit frequency, feature frequency, and win distribution.
Apply predefined tolerance and confidence criteria to validate statistical accuracy.
Step 03

Test Convergence

Compare simulated RTP against the theoretical RTP target.
Monitor key metrics and confirm they stabilise as simulations increase.
Continue testing until the model meets the defined convergence criteria.
Investigate material deviations instead of treating them as statistical noise.
Step 04

Analyse Edge Cases and Max Win

Test rare feature combinations, retriggers, maximum multiplier paths, jackpot states, and extreme win sequences.
Verify extreme outcomes against the certified maximum-win cap.
Quantify maximum-win exposure and the probability of approaching the configured win limit.
Validate feature interactions for unintended RTP or payout behaviour.
Step 05

Produce the Validation Pack

Report theoretical versus simulated RTP, confidence intervals, volatility, and hit frequency.
Document feature contribution and maximum-win analysis.
Record exceptions, deviations, and corrective actions where required.
Use the approved mathematical model as the implementation reference for development and QA.
RNG & Certification

RNG Mapping and Certification Readiness

A structured mathematical workflow connecting probability, RNG validation, certification, engineering, and QA.

01

Probability-to-RNG Mapping

Every mathematical outcome — a symbol on a reel position, a card drawn from a shoe, a jackpot trigger — must map to a specific range of RNG output values. Our mathematicians define this mapping alongside the probability model so the game engine translates raw RNG output into game-defined outcomes without introducing rounding, bias, or drift.

02

RNG Outcome Validation

Once mapped, the outcome distribution is validated against the approved probability model through targeted simulation. Any deviation between the theoretical distribution and the RNG-driven distribution is investigated and resolved before the mathematical model is signed off for engineering.

03

Certification Readiness

The math package is prepared to meet the documentation, evidence, and format requirements testing laboratories request. This includes the PAR sheet, RTP calculation, simulation evidence, feature-contribution breakdown, and the RNG mapping specification the lab needs to reproduce results.

04

Laboratory Submission

We support submission to GLI, BMM Testlabs, iTech Labs, NMi, and eCOGRA by preparing evidence packs, responding to lab queries, and revising mathematical documentation when the lab requests clarification during the review cycle.

05

Engineering Handoff

Once the math is approved, we walk the engineering team through the specification — reel strips, paytable logic, feature triggers, RNG mapping, and edge cases. The handoff is documented so implementation questions are resolved against the specification rather than through guesswork.

06

QA Handoff

QA receives the mathematical model, simulation targets, tolerance thresholds, and acceptance criteria for math conformance testing. Our mathematicians remain available through QA validation to explain discrepancies and confirm whether an observed deviation reflects statistical variance or an implementation defect.

Get Precise Math Models for Your Slot Games.

From RTP and volatility design to reel strips and bonus mathematics, our specialists create simulation-tested models ready for development and certification.

Live Title Mathematics

Rebalancing the Math on a Live Title

Mathematical changes to live casino titles require controlled modelling, simulation, and validation to preserve the intended game behaviour and certified parameters.

01

New Market, Same Game

The Situation

An operator wants to launch an existing title with a different RTP for a new market.

The Math Work

Create a separate RTP configuration by adjusting approved mathematical parameters such as reel weighting, payouts, or feature probabilities.

The Outcome

A market-specific model with independent simulation results and updated mathematical documentation.

02

Model vs. Live Results

The Situation

A title's live performance appears to differ from its approved mathematical model.

The Math Work

Compare actual outcomes with theoretical RTP, hit frequency, volatility, feature frequency, and win distribution to identify whether the difference is statistical variance, configuration, or implementation-related.

The Outcome

A documented variance analysis with corrective actions where a genuine deviation is identified.

03

Volatility Needs Tuning

The Situation

Player or operator data indicates that the current win distribution is not delivering the intended gameplay profile.

The Math Work

Rebalance outcome probabilities, payout distribution, feature frequency, or multiplier behaviour while preserving the required RTP and maximum-win parameters.

The Outcome

A revised model validated through simulation before production deployment.

04

Feature Change Post-Launch

The Situation

An operator wants to adjust a bonus feature — free spin count, multiplier range, or hold-and-win trigger frequency — on a live title without a full recertification cycle.

The Math Work

Model the proposed change, quantify its impact on RTP, volatility, hit frequency, and maximum-win exposure, and identify whether the change stays within the game's certified mathematical envelope.

The Outcome

A change assessment with recertification requirements clearly identified, and a revised model prepared for lab submission if the change requires it.

Engagement Models for Math Work

UnitScopeTypical DurationDeliverable
Per ModelComplete mathematics for one new slot, including RTP, volatility, reel strips, paytables, and feature math.2–4 weeksApproved math model, simulations, PAR sheet
Per RTP VariantCreate and validate an additional RTP configuration while retaining the core game structure.3–7 daysRTP variant model, simulation results, updated PAR sheet
Model AuditReview an existing model for RTP accuracy, probability errors, feature contribution, volatility, and implementation risks.1–3 weeksMath audit report and remediation recommendations
Retained MathematicianOngoing mathematics support across new games, variants, feature changes, and live-game analysis.MonthlyContinuous math support and updated documentation
Certification RescueInvestigate stalled certification issues, identify mathematical discrepancies, and prepare corrected documentation.1–3 weeksRemediation model, validation results, certification-ready documentation

Frequently Asked Questions

It has answers to all your questions. Feel free to connect with us for any further queries.

Rates depend on scope, feature complexity, and engagement duration. Per-model engagements are quoted as a fixed fee after the game concept is confirmed; retained mathematician engagements are billed monthly. We share a rate card during requirement review.

A complete math model for a new slot title typically runs 2–4 weeks, covering RTP, volatility, reel strips, paytables, feature math, simulations, and the PAR sheet. Additional RTP variants for the same game take 3–7 days each.

Our teams prepare submission packs and respond to lab queries for GLI, BMM Testlabs, iTech Labs, NMi, and eCOGRA across major jurisdictions including UKGC, MGA, Ontario, New Jersey, Michigan, Pennsylvania, Sweden, and Denmark.

Yes. RTP variant work, volatility tuning, and post-launch feature changes are modelled against the approved base game, so the core mathematical structure is preserved. Recertification requirements are identified as part of the change assessment.

Yes. The Certification Submission Pack — mathematical specification, PAR sheet, simulation evidence, RTP calculations, and RNG mapping documentation — is part of the standard delivery for every new model.

Yes. Our mathematicians work in your simulation tooling, math libraries, and version-control system where they exist. Where a framework doesn't exist yet, we can build the simulation pack alongside the model.

Yes. Certification Rescue engagements start with the lab report, isolate the mathematical discrepancy, correct the model, and prepare corrected documentation for resubmission — typically inside 1–3 weeks.

Need Slot Mathematics That’s Ready for Development?

Build, validate, and refine slot game mathematics with specialists covering RTP, volatility, feature math, simulations, and certification-ready documentation.

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