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LR Defender
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ABOUT

We build fraud checks that explain themselves.

Lightning Research is a small engineering team. We build LR Defender because risk teams deserve answers they can defend, not scores they have to take on trust.

Lightning Research, Inc.

Paris, France

Builds
LR Defender

WHAT WE BELIEVE

Three rules we build by.

  1. 01

    Show the reasons.

    Every verdict comes back with the reasons behind it, so the team that acts on it can defend it.

  2. 02

    Say unknown when it is unknown.

    When no source covers an address and no browser check names a relay, residential proxy status reads unknown, never clean.

  3. 03

    Publish the price.

    Our prices are on the pricing page, and the free trial after a demo call needs no card.

TEAM

Who builds it. The people you reach when you write to us.

  • Abhinav

    Founder

    Full-stack engineer building LR Defender end to end: SDK, API, matching pipeline and this site.

RESEARCH

Research we build on.

LR Defender builds on published research, including cross-browser fingerprinting work presented at NDSS 2017 and the DrawnApart GPU fingerprinting paper presented at NDSS 2022. We credit the authors; we do not claim their work.

  • NDSS 2017

    (Cross-)Browser Fingerprinting via OS and Hardware Level Features

    Cross-browser fingerprinting from operating system and hardware features.

    Read the paper (opens in a new tab)
  • NDSS 2022

    DRAWNAPART: A Device Identification Technique based on Remote GPU Fingerprinting

    Telling identical-looking devices apart by how their GPUs execute work.

COMPANY

Company details.

Legal name
Lightning Research, Inc.
Operating address
Paris, France

Shipped

  1. Jul 2026

    GPU coherence spoof detector

    Compares the GPU model across independent read paths: WebGL, a worker's offscreen canvas and WebGPU.

  2. Aug 2026

    Drop-in IP data API

    VPN, proxy and Tor verdicts in the shape your parser already reads.

Full changelog

Talk to the people who built it.

Tell us what you are protecting. An engineer who builds LR Defender replies.