What types of test automation can be converted to AI?

We convert Selenium, Playwright, and other popular test automation frameworks to AI-powered versions that adapt and learn from your codebase.

How long does the conversion process take?

The conversion timeline depends on the complexity and volume of your existing tests. Most projects are completed within 1-4 weeks.

Do I retain ownership of the converted AI tests?

Yes, you own all generated code and artifacts. You can execute the AI-enhanced tests yourself or have our testing experts handle execution and maintenance.

AI-First Testing

We make it easy and fast to get all the benefits of AI testing — so you can ship with confidence.

AI testing in 48 hours — not months

AI Test Conversion

Help with AI Test Automation

We help convert your Selenium and Playwright tests to AI-powered versions. Stop fighting flaky selectors — let AI handle the complexity.

Setup & configuration — we get your AI testing pipeline running fast

Selenium & Playwright conversion — migrate existing tests to AI-first execution

Ongoing support — expert help when you need it, hands-off when you don't

Get Help

selenium test
driver.get("https://app.com")
el = driver.find_element("#login")
el.send_keys("user@test.com")
driver.find_element("#pass").send_keys("***")
driver.find_element("#submit").click()

                            AICheck() # This finds bugs :)
                        
assert "Welcome" in driver.title

                            ✨
                            ✨
                            ✨
                            ✨
                        

                            Existing tests find 10X more bugs!
                        

                            🐛
                            🐞
                            🐛
                            🐞
                            🐛
                        

                             Converting to AI framework...
                        
driver.get("https://app.com")
el = driver.find_element("#login")
el.send_keys("user@test.com")
driver.find_element("#pass").send_keys("***")
driver.find_element("#submit").click()
assert "Welcome" in driver.title

                            ✨
                            ✨
                            ✨
                        

                             Converted to AI
                        
AI
Feature: Login Flow
Scenario: User logs in successfully
  Given AI opens the login page
  When AI enters valid credentials
  Then AI verifies welcome message
  And AI explores for bugs ✨

We can run it for you

Running 30+ AI testers...

bugs found

142

tests run

4min

total time

Three Ways We Help

How We Help

We work with you to upgrade your existing test cases and automation to get all the benefits of AI.

driver.get("https://app.com")
driver.find_element("#login").click()
AICheck() # This finds bugs :)
driver.find_element("#submit").click()

Add AI to Existing Tests

Keep your Selenium and Playwright suites. We layer AI on top — smarter selectors, self-healing locators, and automatic coverage expansion without rewriting anything.

driver.find("#cart-btn").click()
driver.find("#pay").submit()

converted by AI

AI
Scenario: checkout flow
  Given AI opens cart
  When AI completes purchase
  Then AI verifies confirmation
  And AI explores for bugs ✨

Convert to AI Frameworks

Migrate your test cases to AI-native frameworks for deeper coverage and lower maintenance. We handle the conversion so your team stays focused on shipping.

Running 30+ AI testers...

Run AI Tests for You

Don't have bandwidth? Our experts run AI-powered tests on your behalf — execution, triage, and reporting included. You get results, not homework.

AI-Powered Reports

Fully Managed

Our AI testing experts do all the work — you just tell us what to test. We run 30+ AI agents, triage every bug, and deliver polished reports and analytics. Zero effort on your end.

Fully managed — we handle everything from setup to delivery

Bugs delivered triaged — real issues, prioritized, ready to fix

Competitive analytics — see how your quality stacks up vs. competitors

Get a Free Report

Real AI-generated quality report for eBay UK — view full report

Competitive Intelligence

How Do You Stack Up?

Compare your app's quality side-by-side against competitors. AI testers scan every app with the same 30+ agents — giving you an objective, apples-to-apples quality benchmark.

Category benchmarks — rank across accessibility, UX, security, and performance

Side-by-side comparisons — drill into specific quality dimensions vs. each competitor

Competitive advantage — identify quality gaps your competitors haven't fixed yet

View Sample Report

AI Bug Explorer — explore and triage bugs found by AI testers

We Work With Your Existing Stack

Whatever languages, frameworks, or test management tools you use today, we can help you transition to AI-powered testing.

Java

Python

JavaScript

Selenium

Playwright

Before You Convert

Three Questions to Ask First

The right answer depends on your context. Start here before choosing a framework.

What are your tests actually for?

Release gating, compliance evidence, and exploratory coverage have different requirements. Don't apply the same solution to all three.

Who owns and runs the tests?

If your team runs tests internally, the framework choice differs from a managed service model. Ownership drives architecture.

What's the real cost of doing nothing?

As AI-generated code accelerates, the cost of maintaining legacy scripts compounds. Calculate the 12-month maintenance cost before assuming conversion is expensive.

Ownership

Your Tests, Your Choice

You own all generated code and artifacts. Choose how much support you want.

your terminal
$ ai-test --suite login
✓ 42 tests passed
⚠ 3 flaky tests flagged
ℹ Report saved to ./results

Self-Managed

Run and maintain your AI tests independently with full ownership and control.

MANAGED
iceberg dashboard
✓ Nightly run complete
✓ 5 new bugs triaged
✉ Report sent to your team
✨ Coverage expanded +12%

Expert-Managed

Our experts handle execution, maintenance, and continuous enhancement of your test suites.

Simple, Flexible Engagement

Start with a conversation. We'll assess your testing landscape and recommend the fastest path to AI-powered coverage. No long commitments required.

AI Testing Strategy & Conversion

Hourly Rates

Expert evaluation of AI testing tools for your needs. We help you pick the right framework, convert existing tests to AI-first execution, or generate new AI-powered tests for more coverage.

Full-Service Test Execution

Starting at $995/test run

We handle everything: tool selection, test conversion, execution, maintenance, and continuous enhancement. You get results without managing the infrastructure.

AI Quality Analysis

AI-powered competitive quality reports that show how your app stacks up against competitors across accessibility, security, UI/UX, performance, and more.

Why IcebergQA

The Iceberg Advantage

bugs found by AI

AI tests run

hours saved

AI + Human Expertise

AI finds more bugs faster than any manual team. Our experts know which AI tools fit your stack and configure them for maximum coverage from day one.

Deepti L.

QA Lead, E-Commerce Platform

Vendor Independent

We work with every AI testing framework and the teams building them. Our recommendations are based solely on what delivers the best results for your situation.

Sarah K.

VP of Quality, Global Testing Services Firm

Days, Not Months

A couple of conversations is all it takes. We evaluate your needs, convert your existing tests, and deliver a working AI testing pipeline you can run yourself or we manage for you.