TestMu AI vs mabl: Real Devices, Code Export and Pricing (2026)

Where Do Tests Run: Linux or Real Desktops and Phones?

mabl's multibrowser support docs are direct: "All tests executed in the mabl cloud use a Linux OS." Today that means Chrome 145, Edge 145, Firefox 146 and Safari (WebKit) 26, and mabl notes that WebKit runs lack mobile web testing, performance data, step traces, visual change detection and console logs. Mobile tests are created on cloud simulators and emulators; local iOS needs a Mac with Xcode.

TestMu AI runs KaneAI tests on 3,000+ browser and OS combinations, including Safari on real macOS and Edge on Windows, and on 50,000+ real iOS and Android devices in the real device cloud, with biometrics and image injection. KaneAI Max authors native mobile tests in the cloud, and Kane CLI can also run them locally on iOS Simulator or Android Emulator on an Apple Silicon Mac.

If your analytics show meaningful Safari or iPhone traffic, this section decides the comparison. If they don't, mabl's Linux cloud is enough and the rest of the page matters more.

The quote on mabl's pricing page buys a lot: unlimited concurrency and participant licences, API, performance and accessibility testing, and 24/5 support with a customer success manager. Vendr's third-party buyer data for mabl puts the median contract at $36,000 a year, in a range of $18,000 to $64,211.

At list price on TestMu AI pricing, ten KaneAI Max agents cost $21,480 a year ($179 × 10 × 12) with one concurrent cloud session each, and that excludes real-device and HyperExecute minutes beyond the 300 per agent included. On TestMu AI, JMeter performance testing and accessibility testing are separate products, though KaneAI flows include a WCAG audit. Price your own volume with both vendors before comparing.

Which Tests Export as Code From mabl and KaneAI?

mabl exports user-generated browser tests as Playwright (TypeScript) or Selenium IDE files, and API tests separately as Postman collections. Its mabl tests export docs list browser steps that don't export: select steps, drag and drop, JavaScript snippets, API steps, cookies, file uploads, download assertions, accessibility checks, MFA, email and PDF testing. Mobile tests don't export as framework code.

KaneAI exports Selenium, Playwright or Appium code, so mobile tests leave with you too. Kane CLI saves tests as test.md files in your repo and exports flows as Playwright.

Test Authoring and Self-Healing in mabl and KaneAI

mabl gives testers three ways in: describe the test to the mabl agent, record it with the mabl Trainer in Chrome, or let Claude Code or Cursor create it through mabl's MCP server. Its October 2026 agentic testing harness adds guardrails for coding agents and a knowledge graph that maps which tests a change touches. mabl lists AI auto-healing across the platform.

KaneAI starts from what the tester already has: a sentence, a Jira ticket, a PDF, a screenshot, an audio note or a video. It drafts scenarios grouped as must, should and could have, and the tester approves the plan before anything runs. Approved tests run deterministically: the same steps in the same order. When a locator breaks, Auto-Heal finds the element during that run without editing the saved test; when an objective needs rewriting, Adaptive Heal stores the rewrite as a version for someone to approve, as the KaneAI Auto-Heal docs explain.

CI Runs: mabl Integrations vs HyperExecute and Kane CLI

mabl integrates with GitHub Actions, GitLab, Bitbucket Pipelines, CircleCI, Jenkins, Vercel and AWS, plus Jira, Slack and Teams.

KaneAI tests run on HyperExecute (AI test orchestration): Pro includes 100 minutes a month and Max 300, across Linux, Windows and macOS. Kane CLI returns exit codes 0 (pass), 1 (fail), 2 (setup or auth error) and 3 (timeout) for GitHub Actions, GitLab CI and Jenkins, and the KaneAI GitHub app (beta) runs tests when someone comments "@KaneAI Validate this PR".

Proof from a TestMu AI customer: Boomi reports 78% faster testing with HyperExecute.

How to Move From mabl to TestMu AI

KaneAI can't import mabl tests directly, so plan a rebuild:

1. Export what mabl can export. Run "mabl tests export" to Playwright or Selenium IDE and run that code on TestMu AI's cloud straight away.
2. Import test cases as CSV into Test Manager, the TestMu AI test management tool.
3. Rebuild the rest in KaneAI, starting with flows mabl couldn't export (uploads, MFA, mobile).
4. Run on HyperExecute and real devices, side by side with mabl for one release cycle.

The mabl to KaneAI migration guide walks through each step.