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Autonomous quality engineering

Autonomous AI Testing

Give Shyena a testing goal and let agents explore, discover coverage gaps, engineer Playwright automation, execute, diagnose and produce release evidence.

Autonomous testing goes beyond generating test code. The system must understand the application, discover meaningful journeys, challenge coverage, execute tests, investigate failures and prove the result.

01

Explore before generating

Understand the application, repository, APIs, dependencies and existing automation before deciding what needs to be tested.

  • Application exploration
  • Repository understanding
  • Existing-suite analysis
02

Discover risk and coverage gaps

Find critical user journeys, business rules, failure conditions and paths that existing regression automation does not cover.

  • Journey discovery
  • Coverage intelligence
  • Risk-focused scenarios
03

Engineer executable automation

Generate repository-native Playwright tests, fixtures and supporting automation from the testing intent rather than producing disconnected scripts.

  • Playwright automation
  • Fixtures and data
  • Independent scenario challenge
04

Diagnose, heal and prove

Correlate browser evidence, APIs, logs and execution history, apply governed remediation and reconnect the final result to release evidence.

  • Failure classification
  • Safe automation remediation
  • Evidence-backed release confidence

Frequently asked questions

What is autonomous AI testing?

Autonomous AI testing uses agents to perform substantial parts of the testing workflow: understanding the target, discovering scenarios, engineering automation, executing, investigating failures and producing evidence.

How is autonomous testing different from AI test generation?

AI test generation primarily creates scripts from an input. Autonomous testing extends the loop into exploration, coverage discovery, execution, diagnosis and proof.

Does Shyena use Playwright?

Yes. Shyena's autonomous testing capability can engineer repository-native Playwright automation while keeping the team's existing engineering environment in place.

See the assurance model against a real AI system.

Bring one business journey and see how Shyena maps, tests, evaluates, secures and connects the evidence to release decisions.

Request a demo