Data as of Aug 25, 2026 · Based on 3,181,687 AI responses across 10,525 prompts · See how Parse measures this
Words AI uses
AI reaches for fast · best overall value · high quality when it describes Qwen3-Embedding.
One caveat recurs: heavier.
Sources
app.ailog.fr shapes more of what AI says about Qwen3-Embedding than any other source, at 11% of its citations.
modal.com · arxiv.org · presenc.ai · checkthat.ai
The market map
Embedding Model APIs and Services →Excerpts where Qwen3-Embedding appeared in the AI's answer
Qwen3-Embedding (Alibaba) — Best for Maximum Accuracy & Multilingual Reach
Qwen3-Embedding-0.6B : Alibaba’s sub-billion parameter model is a standout choice for high throughput
Excerpts where Qwen3-Embedding appeared in the AI's answer
Qwen3-Embedding (8B / 4B) : Ranks near the absolute top of the MTEB multilingual charts.
Excerpts where Qwen3-Embedding appeared in the AI's answer
Qwen3-embedding (Alibaba): Ranks very high on MTEB leaderboards for local or self-hosted embedding generation.
