Agentic Test Generation

Automate testing from day 0, with what you already have

Virtuoso GENerator uses agentic AI to automate the hardest part - Getting Started. Generating complete test coverage from your existing test assets. Turn every asset into living test journeys.

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How Agentic Test Generation Works

Step 1: Ingest what you already have

Upload or link any source of truth:

Manual test cases

BDD scenarios

Wireframes, requirements & user stories

Selenium / Playwright / Cypress scripts

UFT / Tosca / TestComplete suites

Application screenshots or flows

GENerator interprets structure, actions, assertions, and business intent.

Step 2: Agentic AI plans complete journeys

Multiple AI agents collaborate to:

Map user flows

Identify variations and edge cases

Prioritize high-risk paths

Propose clarity improvements or missing steps

You get a test strategy produced automatically, not just code snippets.

Step 3: Generate tests in natural language

Journeys are produced in clean, readable English:

Open Login

Enter username

Validate MFA

Proceed to the dashboard

Verify user greeting is correct

No locators. No scripts.

Just executable, AI-authored journeys.

Step 4: Execute, heal, and maintain

Agentic AI autonomously:

Executes journeys across browsers and environments

Self-heals selectors & flows

Updates tests when UI or logic changes

Highlights real regressions vs flaky noise

Your suites stay stable without the maintenance tax.

Where teams win with Agentic Test Generation

Legacy Suite Modernization

Convert Selenium, Tosca, UFT, TestComplete suites into clean, self-healing journeys.

Requirements → Tests

Generate regression suites directly from Jira stories, wikis, or acceptance criteria.

New Feature Coverage

Let AI explore your build and generate complete flows before your next sprint ends.

Cross-browser & Cross-region

Automatically adapt journeys across browsers, resolutions, and environments.

CI/CD Regression Expansion

Auto-generate and maintain regression coverage as your product grows.

Built for QA leaders, engineering leads, and modern testing teams

QA / QE Leaders

Expand coverage 3–5×

Slash maintenance

Standardize testing across teams

Improve governance and visibility

Engineering & Delivery

Release faster with fewer blockers

Reduce escaped defects

Automatically generate safety nets for core flows

Testers & SDETs

Focus on exploration and edge cases

Spend less time fixing brittle scripts

Collaborate with AI instead of fighting code

Frequent Asked Questions

What is Agentic Test Generation in Virtuoso?

It’s Virtuoso’s approach to AI-driven testing where multiple AI systems work together to:interpret your test assets (manual cases, BDD, requirements, scripts)

• plan user journeys
• generate natural-language tests
• execute them
• self-heal and keep them up to date
• Intelligently analyse and report

It is not just “AI writing steps”, it’s AI supporting the full lifecycle of test creation and maintenance.

What inputs can Virtuoso GENerator use to create tests?

GENerator can create journeys from:Manual test cases

• BDD (Gherkin)
• Requirements / acceptance criteria
• User stories (e.g., Jira)
• Existing Selenium-style tests (intent extraction), Playwright, Cypress
• Screenshots or live application interactions
• Legacy tool migration (testcomplete, UFT)

Virtuoso focuses on web applications, APIs, and data-driven flows.

Are the generated tests readable and editable?

Yes. Journeys are produced in plain English, not code or a proprietary scripting language. You can modify, reorganize, or extend any journey without touching selectors.

Does Virtuoso actually self-heal tests?

Yes. Virtuoso maintains tests by:

• automatically identifying element changes
• updating selectors
• adjusting steps to match UI shifts

Changes are surfaced to the user, who can review and approve ensuring accuracy and control.

Does this replace testers or SDETs?

No. Virtuoso reduces the manual workload, but human judgment remains central:

• reviewing generated journeys
• validating logic
• refining edge cases
• exploring quality risks
• designing meaningful coverage
‍
AI accelerates; humans direct.

Can Virtuoso handle complex web applications?

Yes. Virtuoso is built for modern, dynamic web applications with:

• dynamic DOMs
• component-driven architectures
• conditional flows
• role-based variations
• multi-step business processes

Virtuoso is not limited to simple forms or static pages.

Can Virtuoso migrate my legacy scripts (e.g., Selenium, UFT, Tosca)?

Yes, to an extent that is accurate and manageable.Virtuoso can:

• ingest existing scripts
• interpret intent
• generate equivalent natural-language journeys
• reconstruct steps based on the real application

This is not a 1:1 code conversion.It’s intent → journey transformation, resulting in cleaner, maintainable tests.

Does Agentic Test Generation prevent test bloat?

Yes. Virtuoso avoids unnecessary test creation by:

• grouping similar flows
• prioritizing high-value paths
• identifying duplicates
• letting users approve or reject proposed journeys
‍
You stay in control of what enters your suite.

Can Virtuoso generate tests from just a URL?

Yes. (in roadmap)You can point GENerator at a running web application. Virtuoso will capture actions, understand flows, and turn them into journeys.

Does Virtuoso support CI/CD automation?

Yes. Virtuoso integrates with:

• GitHub
• GitLab
• Azure DevOps
• Jenkins
• Any CI/CD via API and CLI

Journeys can run on every commit, pull request, schedule, or pipeline trigger.

Does Virtuoso generate test data?

Yes. Virtuoso supports:

• dynamic test data
• parameterized values
• reusable datasets
• autofill for common fields

It does not generate complex external systems of record (e.g., ERP datasets).It generates application-level test data appropriate for test execution.

Do I need to learn a scripting language or framework?

No. Virtuoso is fully no-code for authoring, with:

• natural-language journeys
• intuitive visual steps
• element detection
• data binding

Technical users can still leverage APIs, version control, and CI/CD integration.

How long does it take to get value?

Most teams generate usable journeys on day one because Virtuoso builds tests using the assets they already have.

How do we control AI-generated changes?

Virtuoso includes:

• human approval for generated or modified journeys
• detailed diffs of changes
• versioning
• audit logs
• environment controls
• workspace permissions

AI proposes ; humans approve.

Does Virtuoso work for native mobile apps?

Virtuoso focuses on web applications. For mobile, Virtuoso supports mobile web, but not native iOS/Android apps.

What about security and data governance?

Virtuoso provides:

• SSO
• audit trails
• workspace segregation
• secure cloud architecture
• SOC 2-aligned practices
• environment access controls

No customer test data is used to train shared AI models.

Can Virtuoso generate regression suites automatically?

Virtuoso can:

• propose new journeys
• highlight coverage gaps
• evolve existing tests as apps change
• enrich suites over time
‍
Human oversight ensures only relevant, high-quality journeys are added.