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Zero AI-Tax

The principle that running your tests costs no per-run AI fees, because AI assists authoring and healing, never execution.

Glossary

What is Zero AI-Tax?

What is Zero AI-Tax?

Zero AI-tax is the commitment that executing your tests carries no metered AI cost and no AI in the run's decision path—runs are plain, deterministic Playwright. AI adds value where it belongs, generating tests and healing selectors during authoring and maintenance, but it never sits in the loop deciding pass or fail, which would introduce both cost and non-determinism. The result is that you can run the suite as often as you want—every commit, every gate, every hotfix check—with predictable behavior and no charge for merely running what you already built.

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Quality Intelligence

Record real user flows into self-healing Playwright tests. Deterministic runs, no AI tax, full export — across web, Android, Flutter & iOS, with bundled pen-testing.

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