# What is GENI Script Generation?

**GENI Script Generation** is the generative-AI engine inside Appvance IQ that converts plain-English, step-by-step test cases into fully executable test scripts. You describe what to test the same way a manual tester documents it — GENI writes the automation.

Scripts are produced in bulk — roughly **100 scripts per hour**, and up to **400x faster** than a human scripter — and they require no ongoing maintenance. When the application under test changes, you regenerate instead of repair.

GENI Script Generation is available from **AIQ 5.3.6 (build 536)** onward, and is accessed from the **GENI** area in AIQ.

<div id="bkmrk-in-short%3A-describe-t" style="background-color:#EAF6FF;border-left:5px solid #2872FA;border-radius:6px;padding:14px 18px;margin:16px 0;color:#1A1A1A;">**In short:** describe the test in English, and GENI Script Generation delivers the executable script — at scale.

</div>### What you get in the GENI area

Opening the GENI area in AIQ presents three options. **Script Generation** and **Script Generation Import** are enabled by the GENI license; the Transformation Factory is a separate, complementary capability.

- **Script Generation** — converts your Excel- or TMS-based test cases into executable test scripts.
- **Script Generation Import** — imports generated scripts and scenarios back into Appvance IQ, so they run inside the AIQ scenario editor alongside other test types.
- **Transformation Factory** — automates the full QA artifact chain (requirements to scripts and back). See the [GENI Transformation Factory](https://docs.appvance.net/books/14-new-features/chapter/geni-transformation-factory) chapter.

<div id="bkmrk-remember%3A-script-gen" style="background-color:#FFF3E0;border-left:5px solid #2872FA;border-radius:6px;padding:14px 18px;margin:16px 0;color:#1A1A1A;">**Remember:** Script Generation is *English test case in, executable script out*. No Blueprint, no Digital Twin, no recorder.

</div><div id="bkmrk-important-%E2%80%94-geni-scr" style="background-color:#FFF3E0;border-left:5px solid #2872FA;border-radius:6px;padding:14px 18px;margin:16px 0;color:#1A1A1A;">**Important — GENI Script Generation is NOT AISG.** **AISG (AI Script Generation)** is the autonomous-testing module inside AIQ that explores applications and builds the **Digital Twin**. GENI Script Generation does not use Blueprint or Digital Twin technology: it converts the English test case directly into a script using specially tuned transformer models and a proprietary code generator. AISG is documented in its own book: [AI Script Generation (Autonomous Testing)](https://docs.appvance.net/books/21-ai-script-generation-autonomous-testing).

</div>### Key numbers

<div id="bkmrk-100scripts-generated" style="display:flex;flex-wrap:wrap;gap:12px;margin:18px 0;"><div style="flex:1;min-width:140px;background-color:#EAF6D0;border-radius:8px;padding:16px;text-align:center;"><div style="font-size:1.9em;font-weight:bold;color:#1A1A1A;">100</div><div style="font-size:0.85em;color:#333;">scripts generated per hour</div></div><div style="flex:1;min-width:140px;background-color:#D9F0EF;border-radius:8px;padding:16px;text-align:center;"><div style="font-size:1.9em;font-weight:bold;color:#1A1A1A;">400x</div><div style="font-size:0.85em;color:#333;">faster than human scripters</div></div><div style="flex:1;min-width:140px;background-color:#EAF6D0;border-radius:8px;padding:16px;text-align:center;"><div style="font-size:1.9em;font-weight:bold;color:#1A1A1A;">70%</div><div style="font-size:0.85em;color:#333;">of end-to-end testing is manual today</div></div><div style="flex:1;min-width:140px;background-color:#D9F0EF;border-radius:8px;padding:16px;text-align:center;"><div style="font-size:1.9em;font-weight:bold;color:#1A1A1A;">85%</div><div style="font-size:0.85em;color:#333;">of QA automation resources go to scripting &amp; maintenance</div></div></div><div id="bkmrk-batch-runtime-is-rou" style="background-color:#EAF6FF;border-left:5px solid #2872FA;border-radius:6px;padding:14px 18px;margin:16px 0;color:#1A1A1A;">**Batch runtime is roughly constant.** Because every test case runs in parallel on its own isolated instance, a batch takes about **2 hours** whether you submit 1 test case or 100 — capacity scales linearly.

</div>### GENI Script Generation vs AISG — side by side

<table id="bkmrk-geni-script-generati-3" style="width:100%;border-collapse:collapse;margin:14px 0;"><thead><tr style="background-color:#1A1A1A;"><th style="padding:10px;color:#fff;text-align:left;border:1px solid #333;">GENI Script Generation</th><th style="padding:10px;color:#fff;text-align:left;border:1px solid #333;">AISG (AI Script Generation)</th></tr></thead><tbody style="background-color:#fff;"><tr><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">Converts plain-English test cases into executable test scripts</td><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">Explores applications autonomously and builds the Digital Twin (`.abp`)</td></tr><tr style="background-color:#f7f9fa;"><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">100 scripts per hour · 400x faster than human scripters</td><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">Formerly “Blueprint Designer” / “AI Blueprinting”; under **Autonomous Testing** in AIQ 5.2+</td></tr><tr><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">Input: an Excel file or a TMS connection. Output: a script you can download and edit</td><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">Input: an application and specific flows. Output: the Digital Twin plus coverage insight</td></tr><tr style="background-color:#f7f9fa;"><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">No Blueprint, no Digital Twin, no recorder</td><td style="padding:9px;border:1px solid #ddd;color:#1A1A1A;">Uses the Digital Twin as its core artifact</td></tr></tbody></table>

### How it works — at a glance

1. **Bring your test cases** — the English, step-by-step scenarios you want to automate, in Excel or from your TMS.
2. **Map and validate the batch** — GENI auto-detects the columns and tells you exactly how many test cases are ready.
3. **Generate** — a single action, *Transform Test Scripts*, converts each test case into a script in parallel.
4. **Run and schedule** — group the scripts into scenarios and run them on demand or in CI/CD, with screenshots and reports for every execution.

Sources: [appvance.ai/geni](https://appvance.ai/geni) · Appvance announces GENI (Mar 18, 2025) — press release · GENI Script Generation — Technical Overview

Last updated: September 10, 2026