rankings / visual-question-answering
The best models for visual question answering
59 models & services · 0 callable here now
Ranked by benchmark score per dollar (quality floor applied). Scores: MMMU-Pro — college-level visual question answering. Fetched 2026-07-04. Prices are our live per-call rates; ~ marks an estimate until the model is onboarded.
sorted by value · sort by score
| # | model | score | price | params | status |
|---|---|---|---|---|---|
| 1 | moonshotai/Kimi-K2.6 top score | 79.4sr (#1) | - | 1058589.4M | not hosted |
| 2 | moonshotai/Kimi-K2.5 | 78.5sr (#2) | - | 1058589.4M | not hosted |
| 3 | internlm/Intern-S2-Preview | 76.9sr (#3) | - | 36098.3M | not hosted |
| 4 | Qwen/Qwen3.6-27B | 75.8sr (#4) | - | 27781.4M | not hosted |
| 5 | Qwen/Qwen3.6-35B-A3B | 75.3sr (#5) | - | 35951.8M | not hosted |
| 6 | Qwen/Qwen3.5-27B | 75sr (#6) | - | 27781.4M | not hosted |
| 7 | ATH-MaaS/Ovis2.6-80B-A3B | 66.3sr (#7) | - | 80524.2M | not hosted |
| 8 | Qwen/Qwen2.5-VL-7B-Instruct | 34.3sr (#8) | ~$1.341 / 1k images | 8292.2M | coming soon |
| 9 | Qwen/Qwen2.5-VL-3B-Instruct | 32.7sr (#9) | ~$0.626 / 1k images | 3754.6M | coming soon |
| 10 | Qwen/Qwen3.6-35B-A3B-FP8 | - | ~$1.341 / 1k images | 35953.9M | coming soon |
| 11 | cyankiwi/gemma-4-26B-A4B-it-AWQ-4bit | - | ~$1.341 / 1k images | 26554.3M | coming soon |
| 12 | Qwen/Qwen3.6-27B-FP8 | - | ~$1.341 / 1k images | 27782.9M | coming soon |
| 13 | Qwen/Qwen3-VL-4B-Instruct | - | ~$1.341 / 1k images | 4437.8M | coming soon |
| 14 | Qwen/Qwen2-VL-2B-Instruct | - | ~$0.626 / 1k images | 2209M | coming soon |
| 15 | deepseek-ai/DeepSeek-OCR-2 | - | ~$0.626 / 1k images | 3389.1M | coming soon |
| 16 | llava-hf/llava-1.5-7b-hf | - | ~$1.341 / 1k images | 7063.4M | coming soon |
| 17 | RedHatAI/gemma-4-31B-it-FP8-block | - | ~$1.341 / 1k images | 31274.9M | coming soon |
| 18 | HauhauCS/Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive | - | - | - | coming soon |
| 19 | microsoft/Florence-2-base | - | ~$0.094 / 1k images | 231.6M | coming soon |
| 20 | Qwen/Qwen3.5-0.8B | - | ~$0.235 / 1k images | 873.4M | coming soon |
| 21 | Qwen/Qwen3-VL-2B-Instruct | - | ~$0.626 / 1k images | 2127.5M | coming soon |
| 22 | RedHatAI/gemma-4-26B-A4B-it-FP8-Dynamic | - | ~$1.341 / 1k images | 26560.9M | coming soon |
| 23 | cyankiwi/Qwen3.6-35B-A3B-AWQ-4bit | - | ~$1.341 / 1k images | 35951.8M | coming soon |
| 24 | Qwen/Qwen2-VL-7B-Instruct | - | ~$1.341 / 1k images | 8291.4M | coming soon |
| 25 | Qwen/Qwen2-VL-7B-Instruct-AWQ | - | ~$1.341 / 1k images | 8291.4M | coming soon |
| 26 | unsloth/Qwen3.6-27B-MTP-GGUF | - | - | - | coming soon |
| 27 | Qwen/Qwen2.5-VL-7B-Instruct-AWQ | - | ~$1.341 / 1k images | 8292.2M | coming soon |
| 28 | vikhyatk/moondream2 | - | ~$0.626 / 1k images | 1927.2M | coming soon |
| 29 | unsloth/gemma-4-26B-A4B-it-GGUF | - | - | - | coming soon |