How GENI Works
How GENI Works
GENI is not a single AI model — it is a stack of AI technologies working together. According to Appvance, GENI leverages Appvance’s patented AIQ Digital Twin, multiple specially tuned transformer models, and a proprietary code generator.
The AI Script Generation / Blueprint Designer UI introduced in AIQ 5.0.
The GENI process
- A business analyst writes step-by-step test cases in plain English — the same way manual testers document them.
- GENI’s transformer models understand the natural language, page layouts, and visual cues in those steps.
- The steps are compared against the AIQ Digital Twin — an offline, AI-built model of the application.
- A proprietary code generator produces executable test scripts — in bulk, hundreds of test cases at a time.
What is the AIQ Digital Twin?
The Digital Twin is created by AI Script Generation (AISG): AIQ’s AI explores the application like a user would,
discovers pages and states, and asks for input (for example via CSV data sets) to dig deeper. The result — previously called a
“Blueprint” — is saved as a .abp file. Because of GENI, this is no longer a mere map of the app: it is a
true Digital Twin.
Did you know? AISG itself is powered by some twenty underlying AI models that together generate actual test scripts after a single training session with a QA engineer.
Data privacy
- GENI models are private and fixed — they do not learn from your application or data.
- No data is shared between clients, and no PII is stored.
- All models run on a GPU-centric AI server, with on-prem and cloud deployment options.
- AISG self-healing ML learns each time a script runs, but only to build accessor data for your application.