Qualifire vs Test-Lab.ai

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

Qualifire compared with Test-Lab.ai
Detail	Qualifire	Test-Lab.ai
What it does	Real-time guardrails and evaluation for LLM applications	AI agents test your app like a human, at machine speed
Stage	Not given	Startup
Founded	Not given	2024
Based in	Not given	Not given
Pricing model	Freemium	Not given
Pricing	Free plan includes 3 million tokens per month, unlimited users, and community support. Basic plan is $0/month with 300k monthly tokens and up to 3 protection rules. Pro plan is $550/month including 1 billion monthly tokens, unlimited protection rules, and email and Slack support. Additional tokens a	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.
Key features	Real-time guardrails with sub-20ms latency Hallucination detection and prevention Small language model judges tailored to business domain Content moderation and safety checks PII detection and masking Prompt management and studio Complete observability and tracing Rogue red team platform for agent evaluation Multiple deployment options Policy enforcement and custom rules	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
What makes it different	99.6% faster evaluation than alternatives 97% cost reduction compared to traditional solutions Small judges providing low latency and cost efficiency Contextual guardrails that consider application context Purpose-built for agentic systems, RAG, and chatbots	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
Community votes	0	0
DR (Domain Rating by Ahrefs)	28 no change since last check	6 no change since last check
Trust Flow (Majestic)	11	4
Citation Flow (Majestic)	26	28
Referring domains (Majestic)	71	78

4 details filled in for both companies.

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