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Case Studies

Real automation challenges. Engineered solutions. Measurable impact.

How C2TA approaches automation engagements. Client identities are withheld to respect confidentiality.

Client Problem C2TA Solution Architecture Technologies Automation Coverage Business Impact
AI-Powered TestingAI AgentsCI/CD Automation

AI Agent-Driven Test Automation with Playwright

Playwright + AI Agent + Self-Healing + CI/CD
1Client Problem

The client used conventional test automation with no AI support. Test cases and scripts for every new feature were written manually, UI changes frequently broke existing scripts, and CI/CD pipeline runs failed repeatedly, taking engineering time to investigate and fix.

2C2TA Solution

C2TA designed a new AI-driven automation architecture and built a custom AI agent integrated with a Playwright framework. The agent generates test cases and automation scripts, heals broken scripts automatically and analyses pipeline failures, while C2TA engineers review and approve its output.

3Architecture
RequirementsAI AgentTest CasesPlaywright ScriptsCI/CD PipelineSelf-HealingReports
4Technologies
PlaywrightTypeScriptAI AgentLarge Language Model (LLM)Self-Healing LocatorsCI/CD PipelineAllure Reports
5Automation Coverage
  • AI-generated test cases from user stories
  • Playwright UI and API test scripts
  • Cross-browser runs on Chromium, Firefox and WebKit
  • Automated execution on every pipeline build
6Business Impact
  • Faster test case and script creation for new features
  • Fewer broken scripts after UI changes
  • Pipeline failures identified and resolved faster
  • Moved from conventional automation to AI-driven automation
How the AI Agent WorksImplemented by C2TA

AI Agent Built

Custom agent integrated with the automation framework.

Test Case Generation

Test cases generated from requirements and user stories.

Script Generation

Test cases converted into Playwright scripts, then reviewed by engineers.

Pipeline Execution

Scripts run automatically in the CI/CD pipeline.

Self-Healing

Broken locators repaired at runtime without stopping the run.

Pipeline Issues Resolved

Failures analysed and fixed, keeping the pipeline stable.

Banking & Financial ServicesUI Test AutomationFramework Development

Enterprise Web Application Automation

Selenium + Java + TestNG + Cucumber + Jenkins
1Client Problem

A financial services provider relied on manual regression across a large customer-facing web platform. Each release required weeks of repetitive testing, and defects were still reaching production.

2C2TA Solution

C2TA designed a modular BDD automation framework, prioritised business-critical journeys with the client’s QA team, and automated the regression suite in phased sprints with full CI integration.

3Architecture
Cucumber FeaturesStep DefinitionsPage ObjectsSelenium GridJenkinsReports
4Technologies
Selenium WebDriverJavaTestNGCucumberMavenJenkinsExtent Reports
5Automation Coverage
  • Customer onboarding and login
  • Account services and fund transfers
  • Cross-browser regression
  • Role-based access scenarios
6Business Impact
  • Significantly shorter regression cycles
  • Faster, more predictable release cadence
  • QA team refocused on exploratory testing

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