Quick Tip: Benchmarking Multimodal APIs in Under 10 Minutes

Look, I’m a backend engineer. I don’t have time to read through 40 pages of model cards before picking an API. I just need to know: which multimodal model handles my use case without breaking the bank or my sanity? So I spent a weekend testing every model I could get my hands on via a unified endpoint (shout-out to Global API for not making me manage ten different provider keys). Here’s what I found, some code you can steal, and the honest trade-offs. The Contenders I stuck with the same lineup that’s been floating around the Hacker News threads lately—mostly Chinese labs, because let’s be real, they’re the ones shipping open-weight multimodal models that actually compete. The full list (with prices I didn’t invent): Model Provider Modalities Output $/M tokens Context window Qwen3-VL-32B Qwen Image + Text $0.52 32K Qwen3-VL-30B-A3B Qwen Image + Text $0.52 32K Qwen3-VL-8B Qwen Image + Text $0.50 32K Qwen3-Omni-30B Qwen Image + Audio + Video + T