How GENI Works

GENI is not a single AI model — it is a stack of AI technologies working together. GENI uses multiple specially tuned transformer models and a proprietary code generator to convert English test cases into executable scripts.

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.
A proprietary code generator produces executable test scripts — in bulk, hundreds of test cases at a time.

Note: GENI Script Generation does not use Blueprint / Digital Twin technology. The AIQ Digital Twin (formerly “Blueprint”) is built by AISG, a separate module — see AI Script Generation (Autonomous Testing) for details.

Did you know? GENI harnesses Appvance’s two million lines of code and deep application ML/AI models. Per CEO Kevin Surace: true AI — deep AI harnessing multiple transformer models and LLMs — makes GENI the first 100% AI-first QA platform that dispenses with legacy scripting and tools.

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.

Sources: AIQ AI and Data Privacy (docs.appvance.net) · Appvance announces GENI (Mar 18, 2025) — press release