Client Trust Signals

Automation and Bot Signal Lab

Review bot user-agent patterns, Playwright/Puppeteer/Selenium hints, timing and rendering anomalies, and MCP/client metadata where available.

Analyze SignalsView Integrations

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.

Weighted Likelihood

Research

Automation likelihood combines headless confidence, bot indicators, API consistency, JA4 metadata when present, and trace context.

No Fake Threat Intel

Degraded

Atlas and Monitor correlations show degraded or protected status until real integrations are configured.

Operator Boundary

Protected

Triggering BrowserOps, Sandbox, Evals, or private correlation is protected by PLATPHORM_API_KEY.