Text and multimodal embeddings
53
Models
3
Benchmarks
26
Providers
38
Open Weight
41
Deployable Now
38 self-host
5
Structured benchmark-backed rows
2
Signal-backed rows without full normalized tables
0
Benchmark-expected rows still catching up
| # | Model | Popularity | Quality | Params | SWE-Bench | Aider Polyglot | GAIA | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|
2 | embeddinggemma-300m |
| 52.3 |
| 44.4 |
| 300M |
| 42.4 |
| — |
| — |
Free Free |
| — |
3 | Qwen3-Embedding-0.6B Qwen Open WeightsStructured | 51.2 | 44.2 | 600M | 42.4 | 8.0 | 44.2 | Free Free | — |
18 | Embedding 3 Small OpenAI Not standardized | 50.0 | 0.0 | Undisclosed | — | — | — | $0.0200/M Cheapest verified | — |
24 | Embedding 3 Large OpenAI Not standardized | 50.0 | 0.0 | Undisclosed | — | — | — | $0.1300/M Cheapest verified | — |
3 | jina-embeddings-v5-text-small jinaai Open WeightsNot standardizedDeprecated | 44.1 | — | Unknown | — | — | — | Free Free | — |
17 | harrier-oss-v1-270m Microsoft Open WeightsProvider-reported* | 43.4 | 43.3 | 270M | — | — | — | Free Free | — |
1 | Gemini Embedding 001 | 43.4 | 21.8 | Undisclosed | 42.4 | 83.1 | — | $1.25/M Cheapest verified | — |
19 | harrier-oss-v1-0.6b Microsoft Open WeightsProvider-reported* | 43.2 | 42.3 | 600M | — | — | — | Free Free | — |
5 | pplx-embed-v1-4b perplexity-ai Open WeightsNot standardizedDeprecated | 40.6 | — | 4B | — | — | — | Free Free | — |
7 | pplx-embed-context-v1-0.6b perplexity-ai Open WeightsNot standardizedDeprecated | 40.3 | — | 600M | — | — | — | Free Free | — |
4 | Gemini Embedding 2 | 38.7 | 0.0 | Undisclosed | — | — | — | — | — |
11 | Rerank v4.0 Pro Cohere Not standardized | 35.1 | 0.0 | Undisclosed | — | — | — | — | — |
14 | Rerank v4.0 Fast Cohere Not standardized | 35.1 | 0.0 | Undisclosed | — | — | — | — | — |
4 | qwen3-reranker-0.6b light770 Open WeightsStructuredArchived | — | — | 600M | 42.4 | — | 44.2 | Free Free | — |
6 | qwen3-embedding-0.6b light770 Open WeightsStructuredArchived | — | — | 600M | 42.4 | 8.0 | 44.2 | Free Free | — |
13 | recraft-v4-svg recraft-ai Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
14 | recraft-vectorize recraft-ai Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
16 | recraft-v4-pro-svg recraft-ai Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
20 | siglip-large-patch16-384 devarsh-mavani-19 Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
21 | bge-large-en-v1.5 nateraw Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
21 | bge-m3 BAAI Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
22 | bge-m3 ifaas-uk Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
23 | LateOn lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
24 | epicure-cooc Kaikaku Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
25 | zembed-1 zeroentropy Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
26 | z-image-turbo-flow-dpo F16 Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
27 | recraft-v4.1-svg recraft-ai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
28 | stable-audio-open irulkenzei Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
29 | LFM2.5-ColBERT-350M LiquidAI Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
30 | Agent-ModernColBERT lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
31 | Reason-ModernColBERT lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
32 | LFM2.5-Embedding-350M LiquidAI Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
33 | vector-blog-thumbnails furkkurt Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
34 | starvector-8b-im2svg gregpriday Open WeightsNot standardizedArchived | — | — | 8B | — | — | — | Free Free | — |
35 | recraft-v4.1-pro-svg recraft-ai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
36 | jina-embeddings-v5-omni-nano jinaai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
37 | Supra-Title-350M-exp-GGUF SupraLabs Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
38 | Kimi-K3-0.40B inference-optimization Open WeightsNot standardized | — | — | 400M | — | — | — | Free Free | — |
39 | jina-embeddings-v5-omni-small jinaai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
40 | granite-speech-4.1-2b-nar ibm-granite Open WeightsNot standardized | — | — | 2B | — | — | — | Free Free | — |
41 | granite-embedding-small-english-r2 ibm-granite Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | Free Free | — |
42 | granite-embedding-97m-multilingual-r2 ibm-granite Open WeightsNot standardized | — | — | 97M | — | — | — | Free Free | — |
43 | granite-embedding-311m-multilingual-r2 ibm-granite Open WeightsNot standardized | — | — | 311M | — | — | — | Free Free | — |
44 | all-MiniLM-L6-v2 sentence-transformers Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
45 | Embed v4.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
46 | Rerank V3.5 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
47 | Embed English V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
48 | Rerank English V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
49 | Embed Multilingual V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
50 | Embed English Light V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
51 | Rerank Multilingual V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |
52 | Nemotron-3-Embed-1B-BF16 NVIDIA Free TrialNot standardized | — | — | 1B | — | — | — | — | — |
53 | Embed Multilingual Light V3.0 Cohere Not standardized | — | — | Undisclosed | — | — | — | — | — |