Autonomous testing
Autonomous testing: what it is and how it works
Autonomous QA is not test generation with a nicer interface. It is a loop: understand, decide, create, execute, analyze, adapt.
AI-Powered Software Testing · Autonomous QA · Continuous Testing
Autonomous QA that keeps up with your software.
AmbientQA is an AI-powered autonomous testing platform that understands your application, decides what needs to be tested, creates and executes tests, analyzes failures, and continuously adapts as your product changes.
Expand test coverage, get faster feedback, and release with greater confidence - without continuously adding test creation and maintenance work to your QA team.
Any stack. With or without existing test automation.
Built by Skillo, a software engineering and QA company with years of experience delivering complex software products.
The QA challenge
Your product moves fast. Testing struggles to keep up.
Modern teams ship continuously. Features change. Interfaces evolve. User journeys multiply.
But testing still requires teams to decide what to test, build and maintain automation, and investigate failures.
More releases. More tests. More maintenance. Yet the real question remains: did we test the right things before we shipped?
Traditional automation made test execution faster.
AmbientQA makes QA autonomous.
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 goes further: it continuously determines what should be tested, creates and executes the tests, analyzes the results, and adapts as your product changes.
-
01
Understand
AmbientQA learns your application, its functionality, user journeys, requirements, documentation, and existing testing context.
-
02
Decide
It identifies what needs testing and prioritizes coverage based on product changes, behavior, and risk.
-
03
Create
AI testing agents generate relevant test scenarios and can build from scratch or improve existing automation.
-
04
Execute
Tests run automatically and can become part of your existing development and CI/CD workflow.
-
05
Analyze
AmbientQA investigates failures, separates likely product issues from testing noise, and gives your team actionable context.
-
06
Adapt
As the application changes, AmbientQA updates its understanding and evolves the testing approach.
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 builds a continuously evolving view of your application’s test coverage, showing which functionality and user journeys are validated, and where meaningful gaps remain.
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.
See your coverage. Find the gaps. Prioritize the risk.
Autonomous test creation
Turn testing needs into executable tests.
AmbientQA identifies relevant test scenarios from your application, requirements, user journeys, and existing testing context - then turns them into executable tests. Your QA team stays in control of testing strategy and critical quality decisions while AmbientQA handles the repetitive work of expanding automated coverage.
Less test authoring. More actual testing.
Failure analysis
Know why a test failed before you put effort investigating it.
AmbientQA analyzes failures and helps distinguish likely product defects from test issues, environmental problems, and flaky behavior. Instead of another red test in a dashboard, your team gets the context needed to act: what failed, where it failed, what changed, and what is most likely responsible.
What failed. Where it failed. What changed. And what is most likely responsible.
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 automated tests often break when interfaces and user flows change and that creates another maintenance task for your team.
AmbientQA understands product changes in context and adapts its tests accordingly, reducing the maintenance work normally created by evolving interfaces and user journeys.
Your team builds the product. AmbientQA keeps testing it.
Traditional automation
- Tests break when the UI changes
- Manual investigation and fixes
- Costly maintenance over time
With AmbientQA
- Changes are automatically detected
- Tests adapt to the new flow
- Lower maintenance, higher reliability
-
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
Don’t take “autonomous” on trust. Measure it.
We benchmark AmbientQA against alternative testing approaches and AI models under comparable conditions. See how it performs across test creation, execution, coverage, adaptation, and failure analysis - with the methodology behind every result.
Real tests. Comparable conditions. Measurable results.
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
- Initial 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 build your own products or deliver software for clients, AmbientQA gives your teams additional testing capacity without requiring repetitive QA work to grow with every project, feature, or release.
Product & SaaS Companies
Keep testing aligned with a fast-changing product. Expand coverage and release more confidently without growing QA effort at the same rate as product complexity.
Software Development Companies
Add autonomous testing capacity across client projects, strengthen delivery quality, and support more development work without having to scale QA teams project by project.
QA & Engineering Teams
Reduce repetitive regression and test maintenance, expand coverage, and get faster feedback while keeping your team focused on quality strategy and complex risks.
Enterprise Engineering Organizations
Integrate autonomous testing into established QA and CI/CD processes while maintaining control over quality strategy, workflows, 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
Requirements, user stories, acceptance criteria and documentation as testing context.
Deploy your way
- Your infrastructure
- Agent / container
- AmbientQA Cloud
- Hybrid
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.
Choose how AmbientQA fits into your environment. Deploy it within your infrastructure, through AmbientQA Cloud, or in a hybrid setup - without redesigning your engineering and QA processes around the platform.
- Deploy your way
Run AmbientQA inside your infrastructure, as an agent or container, through the AmbientQA Cloud, or using a hybrid setup.
- Control the context
Connect the application, tests, requirements, and documentation AmbientQA needs while keeping control over your engineering 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.
Business value
Scale testing capacity - not testing overhead.
- Broader coverage
Continuously test more of the product without manually scripting every scenario.
- Faster feedback
Find problems closer to the change that caused them.
- Less maintenance
Reduce the time engineers spend repairing brittle automated tests.
- Less testing noise
Understand failures before your team starts investigating them.
- Scalable QA
Increase testing capacity as your products and projects grow without increasing repetitive QA work at the same rate.
- Better release confidence
Know what has been tested, what hasn’t, and where the remaining risk is.
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.
- x4
Less test maintenance.
- x5
Faster failure investigation.
- 60%
Additional 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 on real testing workflows. Not theoretical productivity claims.
Pricing
Pricing that fits your setup.
AmbientQA pricing is based on your testing needs, application complexity, execution volume, and deployment model. Tell us about your current QA setup and we’ll recommend 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.
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.
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 use Jira and Confluence?
Yes. AmbientQA can consume project context such as requirements, user stories, acceptance criteria, test cases, and documentation from Jira and Confluence.
Where does AmbientQA run?
Depending on the setup, AmbientQA can run inside the customer’s infrastructure, as an agent or container, connected to the AmbientQA cloud, or in a hybrid configuration.
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 is designed to understand changes in context and adapt how it tests the application, reducing unnecessary maintenance caused by routine product changes. This approach is commonly described as self-healing test automation.
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.
About AmbientQA
Built by people who have lived the QA problem.
AmbientQA wasn’t created because AI became fashionable.
It grew out of years of building software, working with QA teams, creating test automation, and watching the same problem repeat itself: the faster software evolves, the harder traditional testing becomes to maintain.
Automation solved part of the problem. But teams still have to decide what to automate, create the tests, maintain them, investigate failures, and constantly keep coverage aligned with a changing product.
We believe the next step in software testing is not simply more automation. It is QA that can understand what needs testing, act on it, learn from the results, and adapt as the software changes. That is what we are building with AmbientQA.
That’s why we’re building AmbientQA.
Resources
Writing on autonomous testing
How AI testing agents, autonomous QA and self-healing test automation actually work, written for the teams that have to run them.
AI test automation
AI testing agents versus traditional test automation
A script executes what someone decided last quarter. An agent decides, writes, runs and re-reads the result, and the difference shows up in maintenance.
Test maintenance
How self-healing tests actually work
Self-healing is not guessing at a broken selector. It is understanding the change in context and deciding whether the journey still means the same thing.
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