Pixelscan

Pixelscan.dev is a real-time browser fingerprinting and bot-detection service that fuses browser-level signals (Canvas, WebGL, Audio, fonts, plugins, WebRTC, system properties) with network-layer indicators (IP type, proxy/VPN evidence, WebRTC leaks) to generate explainable risk assessments. It is designed to run with low latency in request paths and to be integrated programmatically via a simple API or used interactively via a live testing dashboard.
What you can do with it

Generate a probabilistic browser fingerprint for each incoming request.
Detect automation (headless browsers, automation frameworks, emulators) and anomalous execution environments.
Identify proxy/VPN usage, datacenter vs residential IPs, and WebRTC leaks.
Produce a per-request risk score and a breakdown of contributing signals for explainability.
Stream detection results to your systems (webhooks, logs, analytics) for automated workflows.
Use the live UI to debug client environments, reproduce edge cases, and export diagnostic reports.

Primary uses
Real-time login and registration risk decisions (block, step-up, challenge, or allow).
Fraud prevention and transaction screening for payments and account changes.
Bot mitigation for scraping, click fraud, and API abuse.
Protecting free trials, promotional flows, and rate-limited endpoints.
Ad verification and invalid-traffic (IVT) reduction.