Playwright is the framework, AIQ is the enterprise quality platform
AI can generate a Playwright script. But generating the script is only the beginning.
Enterprise QA still requires execution at scale, environments, test data, governance, security, permissions, evidence, reporting, integrations, history, coverage, maintenance, and support.
AIQ brings it all together in one platform—while allowing your teams to continue working with standard Playwright Python.
AIQ PLATFORM
Two AI engines, Two different quality problems
AIQ combines AI-powered generation with intelligent application exploration to help teams automate the tests they already have—and discover important tests they never thought to write.
GENI
Automate the test cases you already have.
GENI converts natural-language test cases into production-grade Playwright Python using proprietary Appvance models, a proprietary Context Layer, trained skills, and deterministic generation logic.
✓ 100+ test-to-script conversions per hour
✓ 95%+ measured conversion accuracy
✓ ~90% less human script repair*
✓ Standard Playwright Python
✓ More than a decade of Appvance QA knowledge built into the Context Layer
Your existing regression knowledge becomes scalable Playwright automation without requiring teams to manually build and maintain every script.
AISG BUG HUNTER
Find the important tests you didn’t write.
AISG Bug Hunter uses the AIQ Digital Twin to understand application states, elements, transitions, and business behavior—then explores those states against your requirements to identify additional valid test flows.
✓ Up to 10x Application Coverage*
✓ Explores relevant application states
✓ Tests against real business requirements
✓ Identifies meaningful flows beyond the existing regression pack
✓ Maximizes visibility to bugs before users find them
GENI automates what you already know to test.
AISG Bug Hunter helps uncover what you don’t.
One platform across, enterprise testing
AIQ extends beyond functional Playwright automation to support the broader testing requirements of enterprise applications.
Use one governed platform across:
Web • Mobile • Desktop • API • SQL
Functional • Load • Performance • Security
Reuse testing assets, centralize execution, integrate with your existing DevOps ecosystem, and maintain a consistent quality record across teams and releases.
Deploy where your enterprise requires.
Cloud • On-premise • Hybrid.
AIQ supports enterprise deployment requirements while integrating into the tools and workflows your engineering teams already use.
Not all coverage is coverage
Testing more scripts does not necessarily mean testing more of your application.
AIQ gives enterprises a broader way to think about coverage.
ENTERPRISE BY DESIGN
A script is not a quality platform
AI can write Playwright. Enterprise QA still requires a controlled system for everything that happens before, during, and after execution.
AIQ gives teams and leadership visibility into what ran, where it ran, against which environment, with which data, and what happened.
Governed execution
Centralize execution, scheduling, environments, and test assets across teams.
Roles & permissions
Control who can create, modify, execute, and access testing assets and environments.
Results & evidence
Capture results, errors, evidence, trends, and release-quality information in one place.
Auditability & history
Preserve execution history so teams can understand what changed and leadership can see quality over time.
INTEGRATIONS & PLATFORM SUPPORT
Your engineers should be innovating, not maintaining a QA software company
The goal isn’t simply more tests. It’s greater visibility into
the quality of the application your customers actually use.
A homegrown Claude + MCP + Playwright stack can prove that AI can write tests.
Then comes everything else.
Parallel execution. Validation. Retries. Recovery. Test data. Governance. Security. Model access. Dashboards. Evidence. Historical results. Integrations. Compatibility. Documentation. Support. Upgrades. New AI models. New features.
Build internally, and every one of those becomes your team’s responsibility.
AIQ integrates into your existing DevOps ecosystem, while Appvance owns the platform engineering, maintenance, compatibility, support, and roadmap.
AI in QA will keep changing. Models will change. Frameworks will change. New approaches will emerge. Your organization shouldn’t have to research, engineer, integrate, support, and maintain every advancement itself. Appvance does that for you. Backed by more than a decade of AI innovation in software quality, AIQ gives enterprise teams a continuously evolving quality platform without forcing them to become their own QA software vendor. Stay at the leading edge of AI in QA without becoming your own QA software company.
See what Enterprise AI Playwright can do.
Easily meet your Continuous Testing goals. AIQ provides a diverse array of out-of-the-box integrations to make sure your needs are met.
*Based on Appvance internal measurements and comparisons. Results may vary based on application, test complexity, environment, and implementation.
