What is AI testing missing? · IcebergQA Research

Start with your experience.

Choose the answers closest to your situation. Every question is optional. Answer what you like and skip the rest.

Which best describes your role?

How much have you used AI for testing software?

How many people develop and test software on your team? Optional

Approximately what percentage of your development team currently uses AI coding agents? Optional

Count use for development, whether or not they use AI for testing.

0% — no one 1–25% 26–50% 51–75% 76–99% 100% — everyone Not sure Not applicable

What have you noticed?

Think about your own experience, rather than what a tool promises.

After your team’s AI testing reports no issues, how confident are you that the software is ready to release?

In each area, how are problems usually found?

Choose “not assessed” wherever you don’t have enough experience to say.

Can you share a moment when AI testing surprised you—positively or negatively? Optional

Please leave out confidential details, customer data, and credentials.

What would you most like AI testing to do better? Optional

Which approach do you think would best meet your AI testing needs? Optional

What, if anything, keeps you from using AI more in testing? Optional · select all that apply

Anything else holding you back? Optional

Your work. The bigger picture.

These questions are optional. It’s possible to feel both optimistic and concerned about AI.

Anything else you’d like to say about AI? Optional

Your perspective helps.

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Your email Optional

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What would you like to receive? Optional · select anyEmail me the free draft of How AI Tests Software.Email me a free copy of Testing AI.Email me a summary of the survey results.Yes, I’d like to hear from IcebergQA about adding AI QA capacity and helping my team get up to speed with AI testing.Email me more information about the Carbon AI testing framework.

CARBON

An AI testing framework that runs inside your AI coding agent.

Explore Carbon (opens a new tab)

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Start with your experience.

What have you noticed?

Your work. The bigger picture.

Your perspective helps.

More perspectives. More to learn.