---
title: AI Augmented QA
description: "AI-Augmented QA by Imaginary Cloud: Learn how to fight 'Automation Tax' with self-healing tests, agentic scaffolding, and smart orchestration."
---

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# AI Augmented QA

The client was facing an "Automation Tax" where the number of automated tests hindered the team due to growing complexity, which led to the following challenges:

The Maintenance Bottleneck

 Infrastructure & Device Fragmentation

The Coverage Gap

 Erosion of Trust

Inefficient Monolithic Execution

The solution centred on:

Level 1: Creation (Agentic Scaffolding)

Level 2: Maintenance (Self-healing Infrastructure)

 Level 3: Execution (Cross-Repository Smart Orchestration)

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