What Does "AI Processing Failed" Mean?

Understanding GPU errors and how to resolve them

1 min read

"AI processing failed. Close other apps and try again." appears when the on-device AI encounters an error during extraction.

NeatPass uses Apple's MLX framework, which runs AI computations on your iPhone's GPU. GPU operations can fail for several reasons.

Common Causes

App was backgrounded

iOS immediately stops GPU operations when apps go to background

Memory pressure

Low memory can cause GPU errors

iOS bugs

Some iOS versions have Metal framework issues

Device overheating

Thermal throttling can interrupt GPU operations

Solutions

1

Close other apps

Free up memory for the AI model by closing background apps.

2

Keep NeatPass in foreground

Don't switch apps during processing, iOS will stop GPU operations.

3

Restart and retry

A fresh start often resolves GPU issues.

4

Update iOS

Ensure you're on the latest iOS version for bug fixes.

Report persistent issues

Email justin@lanfermann.dev with your iOS version and device model.

Related

See general extraction troubleshooting. Learn why the app must stay open. Learn about the AI model. Need help? Contact support.