Autonomous testing
Autonomous testing: what it is and how it works
Discover how autonomous QA goes beyond traditional test automation to continuously understand applications, identify coverage gaps, create tests, and adapt to change.
AUTONOMOUS AI QUALITY ASSURANCE
Your software evolves. Your QA should too.
AmbientQA is an autonomous QA platform that understands your application, identifies coverage gaps, creates and executes tests, analyzes failures, and continuously adapts as your software changes.
Start from scratch or build on your existing automation. Keep your tests, your workflows, and full control over your QA process.
No test migration required · Configurable autonomy · Onboarding & support included
Built by Skillo, a software engineering and QA company with years of experience delivering complex software products.
BUILT FOR TEAMS THAT SHIP
More coverage. Less effort. Faster releases.
Quality shouldn't slow down delivery. AmbientQA handles repetitive testing work, helping QA and engineering teams focus on higher-value activities while maintaining confidence in every release.
- Expand Test Coverage
Automatically discover missing test scenarios and keep your coverage aligned with your evolving application.
- Reduce QA Effort
Automate test creation, execution, maintenance, and failure analysis, freeing your team from repetitive work.
- Release with Confidence
Continuously validate application changes, identify issues earlier, and make release decisions with better quality insights.
BEYOND TEST AUTOMATION
Not just AI-generated tests. Autonomous QA intelligence.
AI-generated tests are only part of the solution. Real autonomous QA means continuously understanding your application, discovering what needs testing, and adapting as your software evolves.
AmbientQA combines intelligent coverage analysis, autonomous test creation and maintenance, and seamless integration with your existing automation.
Whether you're starting from scratch or already have an established QA process, AmbientQA continuously expands and maintains your testing coverage.
Your application changes. Your coverage adapts. Your team stays in control.
1. Manual Testing
Thorough, but can’t keep up.
Product development
- New feature released
- UI changes
- New integration
- More releases
Manual testing
- Plan tests
- Execute manually
- Log bugs
- Repeat
Always catching up
2. Traditional Automation
Faster execution, but high maintenance.
Product development
- New feature released
- UI changes
- New integration
- More releases
Automated testing
- Write tests
- Maintain scripts
- Fix broken tests
- Investigate failures
Still catching up
3. AmbientQA
Autonomous testing that keeps up with your product.
Product development
- New feature released
- UI changes
- New integration
- More releases
AmbientQA
- Understands changes
- Generates tests
- Executes & analyzes
- Adapts automatically
Always in sync
How AmbientQA works
From test automation to autonomous QA
Traditional automation executes the tests your team creates.
AmbientQA understands your application and existing tests, discovers coverage gaps, creates and executes automation, analyzes failures, and continuously adapts to changes. All within your existing QA and development workflows.
-
01
Understand
AmbientQA analyzes your application, user journeys, requirements, documentation, and existing automated tests to build a comprehensive understanding of your product.
-
02
Decide
Identifies coverage gaps, discovers missing test scenarios, and prioritizes what to test based on application behavior, changes, and risk.
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03
Create
Automatically generates executable tests for missing scenarios or extends and improves your existing automation without requiring migration.
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04
Execute
Executes tests automatically through the AmbientQA platform, your CI/CD pipeline, or scheduled runs, with execution triggered by application changes when configured.
-
05
Analyze
Analyzes test results, investigates failures, distinguishes likely product defects from test or environment issues, and provides actionable insights.
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06
Adapt
Detects application changes, updates affected tests, and maintains coverage automatically or through human-approved changes, depending on your team's preferences.
The result is QA that evolves with the product instead of constantly catching up with it.
Coverage intelligence
Know what is tested, and what isn’t.
A passing regression suite doesn’t mean your application is fully tested.
AmbientQA continuously builds a deeper understanding of your application, its functionality, user journeys, and existing tests. As its knowledge grows, it uncovers new scenarios, identifies coverage gaps, and makes increasingly informed testing decisions.
Every new insight makes the next testing cycle smarter. AmbientQA creates and executes tests for missing scenarios, learns from the results, and continuously refines its coverage as your application evolves.
Instead of measuring quality by the number of tests you have, AmbientQA helps you understand what is actually covered, what is missing, and where the greatest risk remains.
The more AmbientQA understands, the smarter your testing becomes.
Autonomous test creation
Turn testing needs into executable tests.
AmbientQA transforms requirements, acceptance criteria, and application insights into executable automated tests. Whether you're starting from scratch or already have test automation, AmbientQA creates new tests, reuses existing ones, and extends your coverage without requiring migration to a new framework.
From requirements to executable automation. Without starting over.
Failure analysis
Know what failed. Understand why. Fix what matters.
AmbientQA goes beyond pass/fail results. It investigates failed tests, analyzes application behavior and available execution context, and identifies likely root causes. Whether it's a product defect, broken automation, an environment issue, or flaky behavior, your team gets actionable insights instead of spending hours investigating failures manually.
From failed test to actionable insight.
Spend less time investigating testing noise and more time fixing real problems.
Continuous adaptation
Your tests shouldn’t break every time your product changes.
Traditional automation requires constant maintenance as applications evolve. Even small UI or workflow changes can break tests and create unnecessary work for QA teams.
AmbientQA detects application changes, understands their impact on existing tests, and automatically adapts broken automation when appropriate. It continuously improves its understanding of your application, helping keep tests reliable as your product evolves.
Your software changes. Your tests adapt. Your team stays in control.
Traditional automation
- Tests break when the UI changes
- Manual investigation and fixes
- Costly maintenance over time
With AmbientQA
- Application changes are automatically detected
- Broken tests are intelligently adapted
- Automatic updates or human-approved Pull Requests
-
1. Before
Test passes
Test passing All steps completed
Test steps
- Open login page
- Enter email
- Enter password
- Click “Sign in”
- Verify dashboard is loaded
-
2. Product changes
UI is updated
Test would normally fail Element not found
What changed?
- “Sign in” button changed to “Continue”
- Password field moved to the next step
- Different page structure
- Element locators changed
-
3. AmbientQA adapts
Change detected and test continues
Test adapted Testing continues
What AmbientQA does
- Detects the change
- Understands the new flow
- Adapts element locators
- Continues test execution
- Keeps your coverage intact
AmbientQA Benchmarks
Built for QA. Measured against general-purpose AI.
AmbientQA is purpose-built for autonomous software testing. We compare its performance with general-purpose AI models across real QA workflows, including test creation, test maintenance, and regression execution. Explore the results and understand how specialized QA intelligence impacts speed and efficiency.
Real QA workflows. Measurable performance. Transparent comparisons.
About these benchmarks All results are based on actual benchmark measurements comparing AmbientQA with specific configurations of general-purpose AI models performing QA tasks. The benchmarks cover test creation, test fixing, and regression cycle execution. Performance may vary depending on the task, model configuration, and testing environment.
Human QA + AmbientQA
AmbientQA doesn’t replace your QA team. It changes what they spend time on.
Great QA still requires judgment, product knowledge, creativity, and an understanding of risk. AmbientQA adds autonomous testing capacity around your team, taking on repetitive work while your QA professionals stay focused on strategy, complex risks, and release decisions.
AmbientQA handles
- Continuous test execution
- Regression testing
- Test generation
- Routine test maintenance
- Coverage monitoring
- Intelligent failure analysis
Your team owns
- Quality strategy
- Business-critical risk
- Exploratory testing
- Complex edge cases
- Product judgment
- Release decisions
Give your QA engineers more time to think about quality, and less time maintaining tests.
Who AmbientQA is for
Built for teams that ship software.
Whether you're building a new product or managing an established QA process, AmbientQA helps you expand test coverage, reduce repetitive testing work, and keep quality aligned with every release. Start from scratch or build on the automation you already have.
Product & SaaS Companies
Keep testing aligned with your evolving product. Automatically discover missing scenarios, expand coverage, and validate new features without slowing down development.
Software Development Companies
Add autonomous testing capacity across client projects. Reduce repetitive QA work, improve delivery quality, and scale testing without rebuilding your automation for every project.
QA & Engineering Teams
Extend your existing automation with intelligent coverage analysis, autonomous test creation, execution, and maintenance. Reduce repetitive work while keeping your team in control of quality decisions.
Enterprise Engineering Organizations
Integrate autonomous QA into established testing frameworks, CI/CD pipelines, and engineering workflows. Expand coverage across complex applications while maintaining control over infrastructure, automation, and release decisions.
Fits your stack
Fits your stack. Works with what you already have.
AmbientQA works within your existing engineering setup - your technology stack, testing architecture, CI/CD pipeline, and project context. No technology migration and no requirement to replace the automation you already have.
Any programming language. Any technology stack.
Start from scratch or build on the automation you already have. AmbientQA can understand, reuse, improve, and maintain existing tests while adding new coverage - without forcing you onto a new testing framework.
AmbientQA
- Understand
- Reuse
- Improve
- Heal
- Create
Your project
- Any programming language
- Any technology stack
Test automation
- Playwright
- WebDriver
- Appium
Validated, with an architecture designed to work with other frameworks.
Delivery
- GitHub Actions
- GitLab CI/CD
- Azure DevOps
- Jenkins
Runs as part of your existing delivery pipeline.
Context
- Jira
- Confluence
AmbientQA reads requirements, user stories, acceptance criteria, and documentation from Jira and Confluence to generate and execute relevant tests. It can also update the original Jira ticket with execution results.
Deploy your way
- Customer infrastructure / Installed agent / Existing CI/CD / Managed AI services
No technology migration. No need to start your automation again. AmbientQA fits into the way your team already builds and ships software.
Enterprise-ready deployment
Your environment. Your control.
AmbientQA integrates into your existing engineering environment without requiring changes to your testing frameworks or CI/CD workflows. Testing components can operate within your infrastructure, while AI services are provided through a managed cloud architecture.
- Deploy your way
Run AmbientQA inside your infrastructure, no changes are required.
- Control the context
Connect the application, existing tests, requirements, and documentation AmbientQA needs. Configure how the platform accesses your project context and operates within your environment.
- Keep your workflow
Continue using your existing testing frameworks, CI/CD pipelines, repositories, and QA processes.
Autonomous QA without rebuilding your engineering environment around the tool.
AmbientQA in practice
See the impact on real testing workflows.
Measure what changes when AmbientQA is applied to real testing workflows - from coverage and test creation to maintenance effort, regression cycles, and failure investigation.
- 120%
More test coverage. Logical coverage, not code.
- 4x
Less time spent on test maintenance.
- x5
Faster failure investigation.
- 60%
More test scenarios identified.
- 300% - Faster test creation
Reduction in time required to create and bring automated tests into execution.
- x 5 - Faster regression cycles
Reduction in the time required to complete regression testing.
Measured results from real QA workflows.
Pricing
Pricing that fits your setup.
AmbientQA pricing is tailored to your application complexity, testing volume, and deployment requirements. Every engagement includes guided onboarding and support. Tell us about your QA setup, and we’ll help you choose the right configuration.
FAQ
Questions buyers ask
What is AmbientQA?
AmbientQA is an AI-powered autonomous quality assurance platform that understands software applications, identifies what needs testing, generates or improves tests, executes them, analyzes failures, and adapts testing as the product changes.
How is AmbientQA different from traditional test automation?
Traditional test automation executes predefined scripts created and maintained by people. AmbientQA uses AI testing agents across the testing lifecycle: understanding project context, identifying scenarios, creating or improving tests, executing them, analyzing results, and adapting as the product evolves.
How does AmbientQA compare with building our own AI testing solution?
Building an AI testing solution requires more than connecting an LLM to a testing framework. AmbientQA combines QA-specific intelligence, autonomous workflow orchestration, coverage analysis, test execution, failure investigation, and continuous adaptation in one platform. This allows your engineering team to focus on building your product instead of developing and maintaining its own autonomous testing infrastructure.
Does AmbientQA replace QA engineers?
No. AmbientQA is designed to automate repetitive testing work while QA professionals retain responsibility for quality strategy, exploratory testing, complex risk assessment, product judgment, and critical release decisions.
Do we need existing test automation to use AmbientQA?
No. AmbientQA can start from scratch or work with an existing automation setup. Where existing tests are available, it can understand, reuse, improve, and maintain them.
What testing frameworks does AmbientQA work with?
AmbientQA has been validated with Playwright, WebDriver, and Appium. Its architecture is technology-agnostic and designed to support other frameworks based on the customer’s environment.
What types of testing does AmbientQA support?
AmbientQA supports Web UI, mobile application, API, database, performance and security testing. It can combine different types of testing within a single autonomous QA workflow, helping teams expand coverage across their applications.
Can AmbientQA use Jira and Confluence?
Yes. AmbientQA reads requirements, user stories, acceptance criteria, and documentation from Jira and Confluence. It can generate and execute tests based on this context, analyze the results, and update the original Jira ticket with test execution results.
Can AmbientQA integrate with CI/CD pipelines?
Yes. AmbientQA can run within existing delivery workflows, including GitHub Actions, GitLab CI/CD, Azure DevOps, and Jenkins.
Can AmbientQA integrate with other tools?
AmbientQA is designed with an open, technology-agnostic architecture and can be integrated with additional testing, project management, communication, and development tools based on the customer’s environment. Only validated integrations are named elsewhere on this site as ready integrations.
How does AmbientQA handle product changes and broken tests?
AmbientQA detects application changes, understands their impact on existing tests, and adapts affected automation when appropriate. Depending on your configuration, changes can be applied automatically or submitted as Pull Requests for human approval.
How does AmbientQA handle flaky or failed tests?
AmbientQA analyzes failures and provides context to help distinguish likely product regressions from test issues, environmental problems, or flaky behavior, reducing the amount of manual triage required from the QA team.
Where does AmbientQA run?
AmbientQA run inside the customer’s infrastructure, no changes to your infrastructure is needed.
How quickly can we get started with AmbientQA?
Getting started is straightforward. AmbientQA is installed as an npm package in your existing project. Connect your application and testing context, configure your setup, and start using autonomous QA workflows. Guided onboarding and setup assistance are included to help your team get started.
Who owns the tests created by AmbientQA?
You do. All tests generated or maintained by AmbientQA belong to your organization. They remain part of your project, and you retain ownership of your test code even if you stop using AmbientQA. There is no proprietary test-code lock-in.
Can we use AmbientQA across multiple projects?
Yes. AmbientQA supports multiple projects with separate testing contexts. Each project can have its own application requirements, existing automation, testing configuration, and execution workflows.
Is there a free trial?
Yes. AmbientQA offers a one-month free trial with up to 300,000 credits. You can use the trial to connect a real project, explore application coverage, generate and execute tests, and experience the autonomous QA workflow before choosing a subscription.
What is included in the subscription?
Every AmbientQA plan includes guided onboarding, setup assistance, optional team training, and live support. Our goal is to help your team integrate AmbientQA into its existing workflows and start getting value from autonomous testing from day one.
Do you offer monthly and annual subscriptions?
Yes. AmbientQA offers both monthly and annual subscriptions. Plans are tailored to your team size, testing needs, execution volume, application complexity, and deployment requirements.
How much control do we have over autonomous testing?
You decide how autonomous AmbientQA should be. Testing can be triggered manually, through CI/CD pipelines, on a schedule, or automatically when application changes are detected. Updates to existing tests can be applied automatically or submitted as Pull Requests for human approval, depending on your team's preferences.
How does AmbientQA handle data security?
AmbientQA integrates into your existing engineering environment, allowing test execution to run within your infrastructure. Personal data or testing data is not required or stored for normal operation, and sensitive information should be excluded or masked according to your organization's security requirements.
About AmbientQA
Built by people who have lived the QA problem.
AmbientQA was born from years of hands-on experience in software engineering, quality assurance, and test automation. We experienced the same challenge across projects: as software evolves faster, maintaining reliable test coverage becomes increasingly difficult.
Traditional automation solved part of the problem, but QA teams still spend significant time creating tests, maintaining automation, investigating failures, and identifying what remains untested.
We built AmbientQA to change that. An autonomous QA platform that understands applications, identifies coverage gaps, creates and executes tests, analyzes failures, and continuously adapts as software changes.
Resources
Insights on Autonomous QA and AI Testing
Explore practical insights on autonomous QA, AI testing agents, and intelligent test automation. Learn how modern engineering teams can improve coverage, reduce maintenance, and make software testing more efficient.
AI test automation
AI testing agents versus traditional test automation
Understand the differences between traditional test automation and AI testing agents, and how autonomous testing reduces repetitive work across the QA lifecycle.
Test maintenance
How self-healing tests actually work
Learn how intelligent test automation adapts to application changes, reduces broken tests, and helps teams spend less time maintaining automation.
Contact us
Talk to the team behind AmbientQA.
Want to understand whether AmbientQA will work with your stack, pipeline, or existing test automation? Tell us about your setup and talk directly with the team building the product.
Tell us about your setup
Book a demo
See what autonomous QA looks like on a real product.
See AmbientQA work on a real product: how it understands the application, identifies what needs testing, creates and executes tests, finds coverage gaps, and analyzes failures.
No generic sales deck. We’ll focus on your product, your QA process, and where autonomous testing can create measurable value.
Ready to see what AmbientQA could do for your QA process? Book your demo.
Book a 30-minute demo