Vision Evals

Looking for rankings based on real user votes? See Arena Rankings

See which AI vision models are best at reading text, counting objects, spotting defects, and understanding documents. Tested on real-world visual QA prompts by Roboflow.

70 models evaluated|67 prompts per model

What is Visual Understanding?

Visual Understanding tests models on real image tasks like reading text from a photo, counting objects, spotting defects, and understanding documents. Every model gets the same tasks. The score is just how many it got right. No human votes, no subjective judgment, just pass or fail.

Methodology

We gave each model the same image tasks and recorded whether it got each one right or wrong. The score is simply how many it got right. Every model gets the same tasks, so the scores are directly comparable.

Last evaluated: June 10, 2026

Frequently Asked Questions