Random Number Generator

Random numbers in a range.

Workspace

The tool interface appears here.

Random Number Generator: what this tool is for

Random numbers are essential for prize giveaways, raffle draws, board games, statistical sampling, scientific simulations (Monte Carlo methods), cryptography, and software testing. However, simple pseudo-random functions like standard `Math.random()` can suffer from statistical bias, predictable seeds, and non-uniform distributions.

Xorvian's Random Number Generator produces cryptographically random numbers directly in your web browser. Powered by the native Web Crypto API (`crypto.getRandomValues()`), the generator draws entropy from hardware noise to ensure uniform probability distribution across any custom minimum and maximum range.

Generate single numbers or bulk sequences of up to 1,000 numbers simultaneously. Features include a toggle to enforce unique numbers (no duplicates), sorting options (ascending, descending, or original draw sequence), and support for both integers and floating-point decimal precision.

100% private, client-side, and free: random number generation runs entirely in local browser memory with zero tracking and no account requirements.

  • No file stored

    Nothing is saved on our servers, during or after processing.

  • Local processing

    The computation runs in your browser whenever the technology allows it.

  • Instant result

    No waiting and no export queue: the result appears live.

  • Free, no account

    No sign-up, no daily limit and no intrusive ads.

What this tool gives you

  • Cryptographically Secure Entropy

    Uses the native `crypto.getRandomValues()` Web Crypto API to ensure true uniform statistical distribution and unpredictable results.

  • Custom Number Range & Precision

    Define any custom minimum and maximum range (including negative numbers) with integer or customizable decimal precision.

  • Bulk Generation (Up to 1,000 Numbers)

    Generate single numbers or large sets of up to 1,000 random values simultaneously for statistical simulations or lottery draws.

  • Unique Numbers Toggle (No Duplicates)

    Easily enforce unique non-repeating draws (sampling without replacement), essential for fair raffles, bingo games, and prize drawings.

  • Flexible Sorting & Organization

    Sort generated results in ascending order, descending order, or keep the original random draw sequence.

  • Uniform Probability Distribution Integer Generation

    All number generation executes in local browser memory. No draw outcomes or parameters are stored on external servers.

Real-world examples

Overview of typical random generation setups across common real-world use cases:

Common Random Number Setups & Generation Parameters
Use CaseRange (Min – Max)QuantityUnique / Duplicates AllowedRecommended Sorting
Single Dice Roll1 to 6 (or 1 to 20 for D&D)1Duplicates allowed (if repeated)Original draw
Lottery / Raffle Draw1 to 49 (or 1 to 100)6Unique only (No duplicates)Ascending order
PIN Code Generation0 to 94 or 6Duplicates allowedOriginal draw sequence
Statistical Sampling-100 to +100100 – 500Duplicates allowed (continuous)Unsorted (for data science)
Classroom Student Pick1 to 301Unique onlyOriginal draw

How to use Random Number Generator

  1. Set Minimum and Maximum Boundaries

    Enter your lower bound (Min) and upper bound (Max) in the range input fields.

  2. Choose Quantity & Duplicate Settings

    Select how many numbers you want to generate and toggle the 'Allow duplicates' switch as needed.

  3. Select Sorting Order (Optional)

    Choose between original random order, ascending (low to high), or descending (high to low).

  4. Click 'Generate' & Copy Results

    Generate results instantly and click 'Copy All' to paste into your spreadsheet or application.

Tips and mistakes to avoid

Fair Giveaways with 'No Duplicates'

When drawing multiple winners from a numbered participant list, enable the 'No duplicates' toggle to ensure each ticket can only be drawn once.

Simulating Multi-Sided Gaming Dice

Set range from 1 to 20 (d20), 1 to 100 (percentile d100), or 1 to 12 (d12) for tabletop roleplaying and gaming decisions.

Check Range Limits for Unique Draws

When 'No duplicates' is enabled, the quantity cannot exceed the total count of integers available within the chosen range (Max − Min + 1).

Avoid : Setting Min Higher Than Max

The minimum value must always be strictly less than the maximum value; the tool will display a validation prompt if reversed.

Avoid : Requesting More Unique Numbers Than Range Capacity

Requesting 50 unique numbers from a range of 1 to 10 is mathematically impossible and will prompt you to expand the range.

Avoid : Relying on Pseudo-Random Math.random for Contests

Standard `Math.random()` can exhibit statistical clustering; Xorvian uses cryptographic hardware entropy for provable fairness.

Frequently asked questions

Answers to the questions people ask about Random Number Generator.

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Updated on August 2026. See all tools