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Plain-English Test CreationDescribe what to test the way you'd explain it to a teammate. AI does the rest. No code, no selectors, no framework.AI Test GenerationGo from a sentence to a real, runnable test in minutes. AI handles the navigation, the waits, and the assertions.Own Your Playwright CodeNo proprietary runner. No black box. Test-Lab.ai generates standard Playwright you can export, commit, and run anywhere, even without us.Self-Healing TestsYour UI changed. Your tests didn't break. AI finds elements by meaning, not by brittle selectors, so the suite stays green.Test EnvironmentsThe same plan, run against prod, staging, UAT, or a PR preview. The host changes, the assertions don't.Scheduled Runs & MonitoringRun critical flows on a schedule and get alerted the moment one breaks, before your users tell you.CI/CD IntegrationRun real end-to-end tests on every PR and deploy. A CLI and API drop into the pipeline you already have.Multi-Step Test PipelinesChain dependent flows into one ordered run, passing data from each step to the next, just like a real user session.Agent-Native Testing (MCP & CLI)Your coding agent writes the code, then tests it. An MCP server and CLI let AI agents generate, run, and read results directly.
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Why We Use Multiple LLM Providers (And Why You Should Too)
January 22, 2026

Why We Use Multiple LLM Providers (And Why You Should Too)

Relying on one AI provider is a single point of failure. Here's how we built resilience into Test-Lab with OpenRouter and multi-provider fallbacks.

engineeringAIinfrastructureOpenRouterreliability
Why We Built Our Own AI Agent (And What We Learned)
January 18, 2026

Why We Built Our Own AI Agent (And What We Learned)

We started with Goose, Block's open-source AI coding agent. Then we built something custom. Here's what drove that decision and what we learned along the way.

engineeringAI agentarchitectureopen sourcetest automation
Test Authenticated Flows with Cookie Injection
January 16, 2026

Test Authenticated Flows with Cookie Injection

Skip the login dance. Inject session cookies at project, test plan, or runtime level to test authenticated areas without teaching AI to log in.

featureauthenticationcookiestest automationAI testing
Scheduled Test Runs Are Here
January 13, 2026

Scheduled Test Runs Are Here

Set up automated test schedules with cron expressions. Run nightly regressions, hourly health checks, or custom intervals - AI testing on autopilot.

featureautomationtest automationAI testing
Run AI Tests from Your CI Pipeline
January 6, 2026

Run AI Tests from Your CI Pipeline

AI testing meets CI/CD. Add intelligent test automation to GitHub Actions or GitLab CI in 5 minutes - no scripts to maintain.

featureciapitest automationAI testing
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