Pixelscan

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.