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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.

Blueprint Designer (AI 3.0) overview

The AI Script Generation / Blueprint Designer UI introduced in AIQ 5.0.

The GENI process

  1. A business analyst writes step-by-step test cases in plain English — the same way manual testers document them.
  2. GENI’s transformer models understand the natural language, page layouts, and visual cues in those steps.
  3. The steps are compared against the AIQ Digital Twin — an offline, AI-built model of the application.
  4. A proprietary code generator produces executable test scripts — in bulk, hundreds of test cases at a time.

What is the AIQ Digital Twin?

The AIQ Digital Twin is created by AISG (AI Script GenerationGeneration) (AISG):— AIQ’s autonomous-testing module: 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. BecauseGENI ofcompares GENI,each English test case against this isDigital noTwin longer(an aoffline mere mapversion of the app:application) itto isgenerate ascripts. trueSee DigitalAI Twin.Script Generation (Autonomous Testing) for AISG details.

Did you know? AISGGENI itselfharnesses is powered by someAppvance’s twentytwo underlyingmillion lines of code and deep application ML/AI models. Per CEO Kevin Surace: true AI models— deep AI harnessing multiple transformer models, LLMs, and AIQ Digital Twin data — makes GENI the first 100% AI-first QA platform that together generate actual test scripts after a single training sessiondispenses with alegacy QAscripting engineer.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.
  • AISG self-healing ML learns each time a script runs, but only to build accessor data for your application.

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

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