Reinventing the
QA Artifact Chain
The GENI Transformation Factory is Appvance’s groundbreaking intelligent document transformation engine that automates the entire QA artifact chain. Unlike traditional tools that create artifacts in isolation, GENI generates, transforms, and regenerates every requirement, user story, test case, and script — both downstream and upstream — creating a living, bi-directional system of record.
Built with Model Context Protocol (MCP) support, enterprises can power transformations with any compliant LLM — open-source, commercial, or homegrown. This flexibility future-proofs QA infrastructure and gives CIOs, CTOs, and QA leaders freedom of choice when adopting AI-first testing.
Bi-Directional Power,
End-to-End Coverage
The GENI Transformation Factory redefines how QA artifacts are created and maintained. By enabling seamless, bi-directional generation across the entire requirements hierarchy, it ensures that every document — from high-level strategy to executable scripts — stays connected, consistent, and up to date.
- Bi-Directional Transformation – Start with any artifact (business requirement, user story, test case, or script) and instantly generate the corresponding outputs up or down the chain.
- Requirements-to-Execution – Ingest requirements (business, PRDs, marketing, epics) to automatically generate user stories, scenarios, test cases, and executable scripts.
- Execution-to-Requirements – Use test cases or scripts to regenerate upstream artifacts such as summaries, user stories, or business requirements.
- Seamless Consistency – Eliminate costly rewrites by keeping every artifact synchronized across the lifecycle.
- MCP Flexibility – Deploy with any compliant LLM, giving enterprises control over governance, security, and strategic alignment.
- Digital Twin Integration – Built on Appvance’s patented Digital Twin technology, ensuring transformations are complete, accurate, and traceable.
Benefits
Faster, Smarter,
More Aligned QA
Enterprises, teams, and service providers all gain from GENI’s automation. By eliminating manual effort, aligning strategy with execution, and ensuring traceability at every level, the Transformation Factory delivers faster releases, higher quality, and lasting competitive advantage.
Drive AI-first digital transformation while maintaining vendor independence and compliance with enterprise standards.
Eliminate manual creation and upkeep of documentation, freeing teams to focus on strategy, design, and innovation.
Release software faster, with higher quality, by ensuring that every artifact — from requirements to scripts — stays in sync.
Deliver fully automated QA processes tailored to any client’s documentation state, with dramatically reduced labor costs.
Maintain complete traceability across every artifact, satisfying audit and regulatory requirements with ease.
Use Cases
Real-World Impact
Across the Lifecycle
The GENI Transformation Factory adapts to wherever you are in the QA process. Whether starting from high-level requirements, detailed test cases, or existing scripts, it automatically generates, abstracts, and regenerates artifacts to keep projects aligned, compliant, and moving forward.
Automated Test Case Generation
Convert requirements or stories into complete, executable test cases in minutes, saving hours per flow.
Top-Down Requirements Expansion
Start from high-level marketing or business requirements and automatically generate detailed product requirements, stories, and test coverage.
Bottom-Up Requirements Abstraction
Roll up test cases or scripts into summaries, business requirements, or executive-ready documentation.
Traceability & Impact Analysis
Instantly assess downstream effects of changes — updating a single requirement highlights all related stories, cases, and scripts.
Dynamic Test Case Regeneration
Automatically refresh test cases when requirements, stories, or applications evolve, keeping test coverage current.
MCP-Enabled Model Flexibility
Swap LLMs in and out without disrupting workflows, aligning QA automation with enterprise security and strategic priorities.
Make Collaboration Easy
