Guardana vs White Circle

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Guardana compared with White Circle
Detail	Guardana	White Circle
What it does	Open-source AI security verification	AI safety and control infrastructure for guardrails, monitoring and red-teaming
Stage	Not given	Startup
Founded	Not given	2025
Based in	Not given	Not given
Pricing model	Open source	Contact for pricing
Pricing	Not given	Not given
Key features	Scan model and code artifacts offline Probe and monitor live endpoints Grade recorded application runs Diff and compare security runs 58 security rules across build and runtime Python API for integration Custom rule creation with YAML or Python Cost estimation before probing Optional self-hosted collector	Not given
What makes it different	Fully offline artifact scanning with no telemetry or account required Unverified results never marked as clean; handles uncertainty explicitly Works with multiple model APIs and MCP servers regardless of model Re-grade recorded runs without rerunning the application	Independent oversight across the AI ecosystem, not tied to any single model provider Halo open-source framework for post-training models, up to 3.5× faster than TRL Research-driven approach integrating real-world findings into product Multi-layer defense with red-teaming, detection, and verification
Community votes	0	0
DR (Domain Rating by Ahrefs)	2 no change since last check	42 no change since last check
Trust Flow (Majestic)	2	7
Citation Flow (Majestic)	21	36
Referring domains (Majestic)	22	407

3 details filled in for both companies.