Test-Lab.ai 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.

Test-Lab.ai compared with White Circle
Detail	Test-Lab.ai	White Circle
What it does	AI agents test your app like a human, at machine speed	AI safety and control infrastructure for guardrails, monitoring and red-teaming
Stage	Startup	Startup
Founded	2024	2025
Based in	Not given	Not given
Pricing model	Not given	Contact for pricing
Pricing	Free plan with $3 credits to start; Pay as you go plan starting at $0/month with credits purchased as needed; Scale plan at $149/month with unlimited script minutes, $25 AI credits included, up to 5 parallel tests, and unlimited team members.	Not given
Key features	Plain-English test creation - describe tests like explaining to a teammate without code or selectors AI test generation - convert natural language descriptions to runnable tests in minutes Self-healing tests that adapt to UI changes automatically without breaking Export standard Playwright code you can run anywhere without lock-in CI/CD integration with GitHub Actions, GitLab CI, and other pipelines Scheduled monitoring and alerts for critical flows Mobile and tablet testing on real devices Multi-step test pipelines with data passing between steps Agent-native testing with MCP server and CLI for AI coding agents	Not given
What makes it different	No scripts or selectors required - describe tests in plain English Tests complete in minutes instead of hours with instant feedback Near-zero maintenance as AI adapts to UI changes automatically Own the generated Playwright code with no vendor lock-in Handles complex flows like authentication, MFA, and multi-step wizards	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)	6 no change since last check	42 no change since last check
Trust Flow (Majestic)	4	7
Citation Flow (Majestic)	28	36
Referring domains (Majestic)	78	407

4 details filled in for both companies.

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