Automation Testing Podcast Automation Episode 572

AI Testing LLMs & RAG: What Testers Must Validate with Imran Ali

with Imran Ali

founder

December 21, 2025 Hosted by Joe Colantonio

AI Testing LLMs & RAG: What Testers Must Validate with Imran Ali

0:000:00

About this episode

AI is transforming how software is built, but testing AI systems requires an entirely new mindset.

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In this episode, Joe Colantonio sits down with Imran Ali to break down what AI testing really looks like when you’re dealing with LLMs, RAG pipelines, and autonomous QA workflows.

Why traditional pass/fail testing breaks down with LLMs

How to test non-deterministic AI outputs for consistency and accuracy

Practical techniques for detecting hallucinations, grounding issues, and prompt injection risks

How RAG systems change the way testers validate AI-powered applications

Where AI delivers quick wins today—and where human validation still matters

This conversation goes beyond hype and gets into real-world AI testing strategies QA teams are using right now to keep up with AI-generated code, faster release cycles, and DevOps velocity.

If you’re a tester, automation engineer, or QA leader wondering how AI changes your role, not replaces it, this episode is your roadmap.

Over 2 decades in QA, A lot of that time as a test automation expert, developing frameworks and solutions for automation and API testing using cutting-edge tools.

I was also the founder of Tricky Defects, where I've previously delivered Selenium and BDD courses and workshops both online and in person.

My work these days focuses on leading AI Test Group, helping teams adopt AI-powered QA and testing at scale using our AI Test Platform. We are also addressing the unique testing challenges of generative AI, from RAG pipeline validation to LLM output evaluation, and building the tooling and frameworks needed to bring rigorous quality assurance practices to non-deterministic AI systems.

About the guest

About Imran Ali

founder

I'm Imran, founder of AI Test Group, where I'm developing next-generation AI testing platforms and methodologies for LLM-powered applications.

Connect with Imran Ali

www.aitestgroup.com LinkedIn

Exclusive sponsor

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Imran will be leading a 90-minute hands-on workshop on LLM & RAG Testing, where you’ll learn how to: Evaluate retrieval quality and embedding accuracy Test chunking strategies in RAG pipelines Detect hallucinations, grounding failures, and attribution issues Validate consistency, reasoning, and safety in agentic workflows Understand where traditional testing works. And where it fails for AI systems” If AI-powered applications are anywhere in your roadmap, this is the kind of skillset that separates future-ready testers from everyone else. Check out Automation Guild 2026 and grab your spot while you still can. Register now: https://testguild.me/podag26 Use code TestGuildPod20 to get 20% off your ticket.

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