Which Embedding Model Should You Actually Use in 2026? I Benchmarked 10 Models to Find Out

I tested 10 embedding models (Gemini, Qwen, Voyage, OpenAI, Jina, and more) across 4 real-world tasks that public benchmarks miss. Here's what I found.