Test-Lab.ai vs Optima

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 Optima
Detail	Test-Lab.ai	Optima
What it does	AI agents test your app like a human, at machine speed	Build custom benchmarks to compare frontier models on performance, cost, and time efficiency for your specific tasks
Stage	Startup	Not given
Founded	2024	Not given
Based in	Not given	US
Pricing model	Not given	Not given
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.	Token usage for creating and running benchmarks at raw model cost. Rubric grading: $0.002 per criterion per model (standard judges) or $0.040 per criterion (premium judges), $0.10 on agentic tasks. Pairwise grading: $0.006 per match (standard, $0.150 premium), $0.015 per match on document tasks (sta
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	Custom benchmark builder with example-driven task creation Multiple evaluation types: Q&A, document analysis, agentic tasks, interactive conversations Run benchmarks across multiple frontier models simultaneously Cost and time per task metrics Standard and premium judge tiers for grading Rubric grading with custom criteria Deterministic objective grading No markup on model token costs
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	Build benchmarks on your actual tasks and data instead of standardized tests Compare models across performance, cost, and time efficiency simultaneously Grading expertise from major AI evaluations
Community votes	0	0
DR (Domain Rating by Ahrefs)	6 no change since last check	84 −1 (down) since last check
Trust Flow (Majestic)	4	28
Citation Flow (Majestic)	28	59
Referring domains (Majestic)	78	17353

4 details filled in for both companies.

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