Which open source embedding models can compete with OpenAI text-embedding-3-large while keeping our infrastructure costs down to an absolute minimum?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which open source embedding models can compete with OpenAI text-embedding-3-large while keeping our infrastructure costs down to an absolute minimum?
4 real searches · 1 real-search pass
open source embedding models Qwen3-Embedding-0.6B 4B 8B MTEB benchmark 2025 2026 versus text-embedding-3-largeGoogle ↗
OBSERVEDComparison
MTEB leaderboard text-embedding-3-large Qwen3 embedding BGE M3 mxbai embed large v1 nomic embed text v1.5Google ↗
OBSERVEDOther / navigational
Hugging Face embedding model Qwen3-Embedding-0.6B model card dimensions license context lengthGoogle ↗
OBSERVEDOther / navigational
OpenAI text-embedding-3-large dimensions MTEB score pricing officialGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
open source embedding models Qwen3-Embedding-0.6B 4B 8B MTEB benchmark 2025 2026 versus text-embedding-3-large Google ↗
MTEB leaderboard text-embedding-3-large Qwen3 embedding BGE M3 mxbai embed large v1 nomic embed text v1.5 Google ↗
Hugging Face embedding model Qwen3-Embedding-0.6B model card dimensions license context length Google ↗
OpenAI text-embedding-3-large dimensions MTEB score pricing official Google ↗
- Model weights · huggingface.co
- GitHub · github.com
- Model weights · huggingface.co
- GitHub · github.com
- Model weights · huggingface.co
- Model weights · huggingface.co
- Model weights · huggingface.co
- qwen3-embedding/README.md at main · xAI-gh/qwen3-embedding · github.com
- Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models · qwenlm.github.io
- MTEB: Massive Text Embedding Benchmark · klu.ai
- text-embedding-3-large Model · developers.openai.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source embedding models Qwen3-Embedding-0.6B 4B 8B MTEB benchmark 2025 2026 versus text-embedding-3-large OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
MTEB leaderboard text-embedding-3-large Qwen3 embedding BGE M3 mxbai embed large v1 nomic embed text v1.5 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Hugging Face embedding model Qwen3-Embedding-0.6B model card dimensions license context length OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI text-embedding-3-large dimensions MTEB score pricing official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |