Used For

• +**Your Selenium tests break every sprint when developers move a login button** → Mabl's AI detects the button moved and updates the test automatically, no script rewriting
• +**You're manually testing the same user flows before every release for 20+ hours** → Set up automated tests once, they run in your deployment pipeline and catch bugs before users do
• +**Your chatbot responses keep changing and you can't test them reliably** → AI assertions validate that responses are helpful without checking exact text matches
• +Tests across Chrome, Safari, Edge, and Firefox simultaneously - no spinning up separate browser instances yourself
• +Connects to GitHub, Jira, and Slack - failures show up where your team already works

Best For

• >Your testing pipeline breaks every time developers change anything in the UI
• >You're spending more time fixing tests than actually testing new features
• >Manual testing is bottlenecking releases and your CEO is asking why deployments take weeks

Not For

• -Solo developers or teams under 10 people — this is built for companies with actual deployment pipelines and QA processes
• -Teams wanting full control over test scripts — the AI does the heavy lifting, which means less customization
• -Companies on tight budgets — pricing is enterprise-focused with no public tiers or free options

Pairs With

• *GitHub Actions (where tests run automatically when developers push code changes)
• *Jira (where test failures show up as tickets so someone actually fixes the bugs)
• *Slack (for notifications when tests fail at 2am, though hopefully less often now)
• *Jenkins (if you're stuck with older deployment pipelines that still need automated testing)
• *Cypress (for custom test scripts that Mabl's AI can't handle yet)
• *Selenium (Mabl can migrate your existing scripts and add the auto-healing AI layer)

The Catch

• !Despite the "low-code" marketing, you'll need developer skills for advanced features like integrations and command-line tools
• !Learning takes 2-3 weeks for the full AI workflow setup, not the "instant" experience they advertise
• !No public pricing means sales calls and custom quotes — expect enterprise-level costs even for mid-size teams

Bottom Line

Fixes your broken tests automatically so you're not debugging Selenium scripts at midnight when deployments fail.