AI Test Automation

Stop maintaining tests, start shipping features

Create tests in seconds with AI, self-heal them automatically, and run at Playwright speed, cutting creation time by 10x and maintenance by 70%.

10xfaster test creationvs traditional tools
70%less maintenanceSelf-healing selectors
40%+QA effort reductionGameopedia
Days → 1hrtest creation timeSiemens Healthineers
Why teams switch

AI coding moves fast. Testing can't keep up.

Selenium, Cypress, and Playwright still require engineering expertise, break when AI-generated UI changes, and turn faster code creation into slower release cycles.

AI Test Creation

UI changes break brittle selectors. Engineers debug instead of shipping.

Describe what to test in plain language. AI generates the rest, no coding required.

Self-Healing Smart Selectors

Flaky tests block pipelines. Teams waste cycles chasing phantom failures.

Tests self-heal when the DOM changes. 70% less maintenance, zero manual updates.

Intent-based Coverage

Manual planning misses edge cases. Large suites slow down releases.

Generate full coverage from PRDs and app crawls. Parallel execution gives instant feedback.

AI Test Automation

Self-healing tests.
Faster releases.

AI-powered test creation & self-healing at Playwright speed.

AI Test Creation

Create. Self-heal. Scale.

Harness AI turns natural language into comprehensive tests, while Smart Selectors adapt to UI changes and eliminate maintenance overhead.

Intent-Based Test Creation. Say what to test. AI handles steps, selectors, and assertions.

AI Test Case Planning. Turn PRDs and user stories into test cases. AI finds the edge cases you'd miss.

Self-Healing Smart Selectors. UI changed? Tests repair themselves. Zero manual selector updates.

Live Recording. Click through your app once. Get production-ready tests instantly.

Learn more about AI Test Creation
AI Test Reliability

Three ways Harness AIT keeps tests reliable

Test maintenance consumes more engineering time than creation. Harness eliminates that overhead with layered intelligence.

Self-Healing Smart Selectors. AI identifies elements by context, not just IDs or classes. When the DOM changes, selectors adapt automatically. Maintenance reduced by 70%.

Adaptive Test Automation. Tests automatically adjust to UI and workflow modifications. No more "selector not found" failures blocking your pipeline on deploy day.

Cloud-Scale Parallel Execution. Run hundreds of tests simultaneously with no infrastructure to manage. Faster feedback loops mean you catch regressions before they reach production.

Learn more about AI Test Reliability
AI Playwright Execution

Run your Playwright tests. We handle the rest.

Bring your existing Playwright suite as-is. Harness runs it on cloud infrastructure inside your CI/CD pipeline, no BrowserStack, no Sauce Labs, no migration required.

Zero-migration onboarding. Point to your Git repo. Tests run as-is on Harness Cloud in minutes.

Native CI/CD integration. Tests execute as pipeline steps, with the same YAML, RBAC, and audit trail as your deployments.

AI failure triaging. AI generates natural-language summaries of every failed run. Root cause identified instantly.

AI assertions via Harness SDK. Enhance existing tests with natural language assertions that self-heal when the UI changes.

Learn more about AI Playwright Execution
Built for every role

Harness AIT works for your whole team

Create tests 10x faster, maintain them 70% less

Record tests by clicking through your app. No coding or complex selectors needed.

AI generates assertions automatically based on intent and expected user behavior

Self-healing tests adapt to UI changes and self-repair, eliminating maintenance sprints

FAQs

Frequently asked questions

A traditional assertion checks for an exact match, like assertEquals(expected, actual). That breaks the moment output is non-deterministic, which is the norm for any chatbot or AI agent. An AI Assertion replaces the exact match with a plain-English question, such as "Does the response acknowledge this term doesn't exist, rather than fabricating one?" The AI engine evaluates intent and meaning against that question, not exact wording, so it still passes when a response is phrased differently but means the same thing.

Yes. The same platform that creates and self-heals tests for web apps also tests conversational interfaces. AI Assertions evaluate a live exchange the way a real user experiences it, so you can check whether an agent stayed on brand, refused a jailbreak attempt, or held up several turns into a real conversation.

No. AI Assertions evaluate the rendered conversation through the browser, the same interface your users see. There's no need to hook into your agent's API, prompts, or model, so it works even when you don't own or can't access the underlying implementation.

AI Test Automation tests the conversational and browser layer of Harness Agent DLC: the development lifecycle for building, testing, storing, deploying, operating, and governing AI agents on one platform. Where AI Evals scores agent logic against datasets, AI Assertions validate what a real user actually sees and experiences, so you're never reconciling separate tools to know an agent is safe to ship.

Self-Healing Smart Selectors identify elements by context rather than fixed IDs or classes, so when the DOM changes, selectors adapt automatically instead of failing. AI Assertions add another layer of resilience on top: because they validate outcomes in plain language rather than brittle string matches, both the locators and the checks stay intact through UI changes.

Customer Stories

Trusted by engineering teams at scale

40%+

QA effort reduction

2–3 hrs

reclaimed daily per engineer

With Harness AI Test Automation, I would get back 2–3 hours daily, and I can use that time to improve tests for edge case scenarios.

Ajith KV, QA Engineering Lead, Gameopedia

Integrations

Works with your entire stack

Integrates with source control tools, CI/CD tools, and testing frameworks

Harness
Harness
GitHub
GitHub
Traceable
Traceable
Jira
Jira
Playwright
Playwright

Get started with Harness AI Test Automation

Try Harness AI Test Automation free. No credit card. Full access to intent-based test creation, self-healing Smart Selectors, cloud-scale execution, and native Playwright support.