Text and multimodal embeddings
40
Models
3
Benchmarks
21
Providers
25
Open Weight
28
Deployable Now
25 self-host
3
Structured benchmark-backed rows
2
Signal-backed rows without full normalized tables
0
Benchmark-expected rows still catching up
| # | Model | Adoption | Quality | Params | SWE-Bench | Aider Polyglot | GAIA | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|
3 | Qwen3-Embedding-0.6B Qwen Open Weights |
| 67.7 |
| 44.2 |
| 600M |
| 42.4 |
| 8.0 |
| 44.2 |
Free Free |
| — |
18 | Embedding 3 Small OpenAI Not standardized | 63.0 | 0.0 | Undisclosed | — | — | — | $0.0200/M Cheapest verified | — |
24 | Embedding 3 Large OpenAI Not standardized | 63.0 | 0.0 | Undisclosed | — | — | — | $0.1300/M Cheapest verified | — |
16 | harrier-oss-v1-270m Microsoft Open WeightsProvider-reported* | 62.3 | 43.3 | 270M | — | — | — | Free Free | — |
19 | harrier-oss-v1-0.6b Microsoft Open WeightsProvider-reported* | 61.0 | 42.3 | 600M | — | — | — | Free Free | — |
1 | Gemini Embedding 001 | 57.1 | 21.8 | Undisclosed | 42.4 | 83.1 | — | $1.25/M Cheapest verified | — |
4 | Gemini Embedding 2 | 53.4 | 0.0 | Undisclosed | — | — | — | — | — |
11 | Rerank v4.0 Pro Cohere Not standardized | 47.1 | 0.0 | Undisclosed | — | — | — | — | — |
14 | Rerank v4.0 Fast Cohere Not standardized | 47.1 | 0.0 | Undisclosed | — | — | — | — | — |
10 | bge-m3 BAAI Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
11 | bge-m3 ifaas-uk Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
12 | LateOn lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
13 | epicure-cooc Kaikaku Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
14 | zembed-1 zeroentropy Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
15 | z-image-turbo-flow-dpo F16 Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
16 | recraft-v4.1-svg recraft-ai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
17 | stable-audio-open irulkenzei Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
18 | LFM2.5-ColBERT-350M LiquidAI Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
19 | Agent-ModernColBERT lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
20 | Reason-ModernColBERT lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
21 | LFM2.5-Embedding-350M LiquidAI Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
22 | recraft-v4.1-pro-svg recraft-ai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
23 | pplx-embed-v1-0.6b perplexity-ai Open WeightsStructured | — | — | 600M | 42.4 | — | — | Free Free | — |
24 | jina-embeddings-v5-omni-nano jinaai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
25 | Supra-Title-350M-exp-GGUF SupraLabs Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
26 | Kimi-K3-0.40B inference-optimization Open WeightsNot standardized | — | — | 400M | — | — | — | Free Free | — |
27 | jina-embeddings-v5-omni-small jinaai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
28 | granite-speech-4.1-2b-nar ibm-granite Open WeightsNot standardized | — | — | 2B | — | — | — | Free Free | — |
29 | granite-embedding-97m-multilingual-r2 ibm-granite Open WeightsNot standardized | — | — | 97M | — | — | — | Free Free | — |
30 | granite-embedding-311m-multilingual-r2 ibm-granite Open WeightsNot standardized | — | — | 311M | — | — | — | Free Free | — |
31 | all-MiniLM-L6-v2 sentence-transformers Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
32 | Embed v4.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
33 | Rerank V3.5 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
34 | Embed English V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
35 | Rerank English V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
36 | Embed Multilingual V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
37 | Embed English Light V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
38 | Rerank Multilingual V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
39 | Nemotron-3-Embed-1B-BF16 NVIDIA Free TrialNot standardized | — | — | 1B | — | — | — | — | — |
40 | Embed Multilingual Light V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |