Playwright MCP generates code in 5 languages, yours to own and rewrite.
ACCELQ Autopilot runs on intent, self-healing, zero code to own.
Compiles directly into executable automation across
Every bar is 100% of the effort a phase takes on Playwright MCP today. The green segment is what's left once ACCELQ's agents take it over — the rest is time and token spend that disappears.
Every variant, locale, or brand multiplies the files someone has to keep in sync.
One executable intent model drives every surface and variant. Nothing to keep in sync.
Explores the app and produces a Markdown test plan.
Converts the test plan into Playwright code.
Runs tests, finds locator failures, and fixes the code.
Finds untested paths and edge cases across the app.
Turns plain English into working automation, reusing existing logic first.
Updates tests automatically when the app changes.
Ranks what to test first by business impact.
Runs one test across web, ERP, mainframe, API, and desktop.
Finds the cause of a failure in seconds.
Catches environment and data issues before they look like test failures.
Gives a go/no-go call on a release, with evidence.
Updates the regression suite as code changes.
Catches breaking API changes before they hit the UI.
Finds accessibility gaps in tests already running.
Every failure requires someone who can read and modify the code, in whichever language the suite is written. When LLM repairs are imperfect, MTTR goes up rather than down.
Test suites grow in complexity with every new feature added. The maintenance surface scales linearly with coverage.
Non-developer QA roles are structurally excluded from test ownership. The QA lead who cannot touch the test suite. The business analyst who waits two weeks for an engineering ticket to add a test case.
Tests break when a div gets an extra class. Because DOM structure is the system of record, not business intent.