AI-First Test Automation:
Built by AI, Approved by Engineers

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Our AI-First Test Automation methodology turns confirmed test cases into enterprise-grade automated tests up to 3× faster than manual scripting. 

AI does the building, inside a governed workflow where expert engineers review, correct and confirm every test before it enters your regression suite.

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Build Test Automation Faster Without Losing Engineering Control

Although AI can produce test scripts quickly, speed alone doesn't solve the harder parts of test automation, like fitting new tests into an existing framework, following architecture and coding standards, and handling application changes. Without structure, faster generation can simply create more code for engineers to maintain.

Our AI-First Test Automation methodology is designed to reduce that manual implementation work while keeping engineering standards, test coverage and final approval under human control.

Our AI-First methodology reduces the manual implementation work required to build and maintain automated tests.

Human engineers maintain control of engineering standards, test coverage and final approval.

Independent quality checks assess standards, coverage and traceability before tests enter the regression suite.

A continuous improvement loop helps keep automation current as the application changes.

The Results of an AI-First Approach

3x

faster from confirmed test case to enterprise-grade automated test

428

automated tests delivered in our client case study, twice being an out-of-the-box Playwright build in the same period

100%

of AI-built tests reviewed and approved by expert engineers before they ship

How We Approach AI-First Test Automation

Our methodology runs as a scoped workflow with a defined start and finish: confirmed test cases go in, best-practice automated tests come out. 

Between the two sit five phases, each with a human review gate so nothing reaches your regression pack on AI's say-so alone.

Five Governed Phases For Trusted Automation

Application Discovery

AI explores and maps your application — screens, flows and elements — building the context automation needs

Test Generation

Confirmed test cases become clean, best-practice automated tests with page objects and data handling included

Iterative Validation

Tests run against the live application, self-correct and stabilise until they pass reliably

Quality Assurance

Independent checks on standards, coverage and traceability, separate from the AI's own assessment

Continuous Improvement

A maintenance loop keeps suites healthy as your application changes

Clear Roles, Trusted Results

Our methodology works because the division of labour is explicit. AI takes on the volume; engineers make the judgement calls AI can't.

What AI generates

  • Application maps, page objects and locators
  • Automated tests written to your house standards
  • Test data handling and reusable helpers
  • Self-corrections when tests fail against the live application
  • Suite maintenance as the application evolves

What Engineers Govern

  • Whether the application map is right before generation starts
  • Every test, reviewed and corrected before it ships
  • Standards, coverage and traceability at the QA gate
  • Risk and scope decisions across the suite
  • Final acceptance into your regression pack

Works With Your Existing Test Automation Stack

Our methodology is tool-agnostic: it works with your preferred test automation tools, frameworks and AI platforms. When code-based automation is the right fit, we deliver it on our Test Automation Accelerator Framework, which provides the reusable architecture and utilities needed to build and maintain automation at greater volume.

TTC Global's Playwright Test Automation Accelerator Framework

Our Playwright Test Automation Framework is an enterprise-grade automation foundation with best-practice architecture, integrations and standards built in so every generated test lands in a structure your team can maintain.

By standardising best practices, reusable components, and smart utilities, the framework reduces regression testing time by up to 95 percent while ensuring consistent quality across teams and projects.

2× the automation build versus an out-of-the-box Playwright approach, in our client case study

48+ built-in utilities that remove the groundwork every test would otherwise repeat

Page-object model and clean, reusable patterns

Slots into your CI/CD, Git and test management tools

Slots into your CI/CD, Git and test management tools

Evidence from Real Testing

Claims about AI productivity are easy to make. We test our approaches in the TTC Test Lab before applying them to client delivery.

AI-First Playwright Automation

3×Faster test automation

Confirmed test cases become enterprise-grade automated tests up to 3× faster than manual scripting — demonstrated on real enterprise applications, with expert engineers approving every script before it ships.

See the Efficiency Gain: AI-First Playwright Automation

Client Case Study

428 Automated tests delivered

TTC Global's approach delivered 428 automated tests, twice what an out-of-the-box Playwright build achieved in the same period of time.