How Triqual Works
A deep dive into the autonomous test automation system that learns from every failure.
Why Test Automation Fails
Traditional approaches create more problems than they solve
Brittle Locators
Selectors break on every UI change
Hard-coded CSS selectors and XPath expressions become invalid whenever designers update layouts.
✓ Triqual learns selector patterns from your codebase and adapts automatically.
Manual Fixes
Fixing same failures forever
Every test failure requires manual investigation, diagnosis, and fix - wasting hours daily.
✓ Autonomous healing with up to 25 fix attempts and documented learning.
Isolated Knowledge
Every dev reinvents solutions
Fixes and patterns live in individual developer's heads, not shared across the team.
✓ All learnings captured in Quoth knowledge base, benefiting your entire team.
Triqual eliminates all three
How Triqual Works: The Full Journey
Explore each stage of the autonomous test generation flow
Click the + markers to explore each stage in detail →
Triqual Gets Smarter With Every Test
The documented learning cycle that makes your test suite self-improving
Failures trigger pattern extraction automatically
Patterns stored in Quoth knowledge base for team-wide access
Future tests leverage past learnings from day one
Your entire team benefits from every fix
"Every test failure becomes a learning opportunity. Every fix becomes team knowledge."
Your Codebase Stays Clean
Safety guarantees that prevent AI from breaking your test suite
All work in .draft/ folder
Tests are developed in isolation until they pass, preventing broken commits to your main test suite.
Tests run until passing (max 25)
Autonomous healing loop fixes failures automatically. Only passing tests are eligible for promotion.
Promotion requires user approval
Hooks block automatic promotion. You explicitly approve moving tests from .draft/ to tests/.
Promotion only happens with your explicit approval
Get Started in 4 Steps
From zero to autonomous test generation in minutes
Ready to Automate Smarter?
Join the intelligent test automation revolution. Works with any Playwright project.