Automated Mobile App Testing
Traditionally, mobile test automation requires writing Appium scripts or YAML-based test definitions manually. This demands technical expertise, element selectors, wait conditions, and continuous maintenance whenever the UI changes.
With Panto QA, teams can generate these Appium/YAML scripts by describing the test flow in plain English. The platform converts natural language instructions into deterministic, production-ready scripts that work across Android and iOS.
Trusted by brands, across the globe
REMOVE NEED FOR SCRIPTING SKILLS
ACCELERATES AUTOMATION
ELIMINATES BRITTLE CODE
REDUCES MAINTENANCE OVERHEAD
CREATES CONSISTENT, READABLE TEST SUITES
Why Teams Want Natural-Language Script Generation
Removes The Need For Scripting Skills
Once scripting expertise is no longer a barrier, anyone can create test scripts.
Accelerates Automation For Manual QA Teams
Testing cycles shrink because manual QA teams rely more on automation.
Eliminates Brittle Selectors And Boilerplate Code
Clean, resilient workflows become the norm once scripts remove the non-essential code.
Reduces Maintenance As Apps Evolve
Maintenance shrinks as NLP-generated scripts naturally adapt to changes.
Creates Consistent, Readable Test Suites
Test suites stay comprehensible thanks to human-like script generation.
How Panto QA Generates Appium and
YAML Scripts from English Instructions
Panto QA uses an AI agent that understands natural language and autonomously navigates the application on real devices. It breaks user instructions into actionable steps that mimic a real user.
Understands the Intent
You describe the flow: Open the app, log in with test credentials, navigate to Settings, change the email, save, and verify the confirmation message.
Agent Executes the Flow on a Real Device
Panto's AI agent interacts with the actual application just like a real user—taps, types, scrolls, waits, and validates screens.
Converts Execution Into Deterministic Scripts
After executing the test, Panto generates clean, maintainable scripts in Appium (Java/Python/JS), Maestro YAML or Raw YAML format for custom frameworks.
Ensures Stability and Reliability
Panto auto-handles dynamic selectors, device-specific behaviours, retrying flaky steps, explicit waits and visibility checks, assertions and validations. The output script is stable and version-controllable.
Your instruction:
"Open the app, log in with email and password, go to Profile, update the phone number, and verify the update message."
Benefits of Using Panto for Natural-Language Appium/YAML Generation
Faster Test Creation
Scripts that once took hours now take minutes.
Accurate, Readable Output
Human-friendly scripts that fit existing automation workflows.
Lower Maintenance
AI handles UI changes and keeps scripts intact across builds.
Works Across Any Device/Tech Stack
Native, hybrid, React Native, Flutter, legacy—everything is supported.
Integrates With Your Existing CI/CD
Export, version-control, and run your scripts anywhere.
Ideal Use Cases
Why Teams Love Panto's Appium & YAML Test Creation
Panto doesn't just translate English into scripts—it executes the flow, observes real elements, and generates deterministic selectors. This eliminates guesswork and ensures scripts work reliably across devices.