Vision Model Analysis

Vision Models

Explore our curated collection of resources. Compare performance, pricing, and latency across providers to choose the best image-capable LLM for vision workloads.

Intelligence vs. Efficiency Trade-offs

The latest benchmarks reveal a clear bifurcation in the vision model landscape. Gemini 3 Pro Preview has set a new high-water mark for intelligence with an 80% score on MMMU Pro. However, this comes at a steep latency cost of over 21 seconds for the first token.

For production environments requiring speed, Gemini 2.5 Flash and Llama 4 Maverick dominate the "Golden Quadrant." Both offer exceptional throughput (>120 tokens/sec) and very low image input pricing ($0.20-$0.40 per 1k images), making them ideal for high-volume vision tasks.

Legacy and high-reasoning models like Claude Opus 4.5 and Claude 4 Sonnet remain expensive options ($4.00+ per 1k images), creating a significant price disparity compared to the newer, optimized Flash and Qwen architectures.

Highest Intelligence
80%
Gemini 3 Pro (MMMU Pro)
Fastest Speed
180 t/s
Gemini 2.5 Flash
Best Latency
0.42s
Apriel-v1.5 (TTFT)
Best Price
$0.20
Per 1k Images (Flash/Qwen)
Intelligence vs. Speed Trade-off
Image Input Pricing ($ per 1k Images)
Latency (Time to First Token)
Vision Model Leaderboard
Model MMMU Pro (Intel.) Speed (T/s) Price (1k Images) Latency (TTFT)