Automation Detection

Headless Signal Lab

Explain deterministic headless signals such as webdriver, automation globals, user-agent patterns, plugin inconsistencies, and rendering anomalies.

Run Local AnalysisOpen BrowserOps Status

Public-Safe Boundary

Local analysis works without login. Protected actions use PLATPHORM_API_KEY only.

Raw IPs, raw high-entropy component values, full visitor hashes, and unredacted JA4 digest metadata are excluded from public surfaces.

Signals, Not Certainty

Active

Headless detection reports likelihood and confidence. It never claims a user identity or treats a single signal as definitive proof.

Browser-Local Checks

Local

The live checks run in the browser tab and handle unsupported APIs as unavailable, blocked, or degraded.

Protected Runs

Protected

BrowserOps-triggered collection and private trace correlation require PLATPHORM_API_KEY and are not faked publicly.