Best for Embeddings & Retrieval

All models2292Chat & Knowledge558Coding381Agents & Tool Use541Writing & Language360Vision & Documents395Image Generation & Editing183Video Generation148Speech & Voice358Embeddings & Retrieval671Decision models118Music & Sound29
Embeddings477Rerankers16Multimodal165Audio13Video0
ModelMIEB Img (task avg)DimensionsMax inputLanguagesPriceReleased
dDNA VL STEER 2BdnotitiaOpen
68.5
2,048 (or 64)33K tokensen, es, fr +32Aug 2026
VVoyage Multimodal 3Voyage AI (MongoDB)
67.3
—33K tokens—$0.12 / 1M tokensNov 2024
QEVA02 CLIP B 16QuanSunOpen
65.2unstated
—0K tokens—Apr 2023
Siglip So400m Patch14 384GoogleOpen
64.2
1,1520K tokens—Jan 2024
lCLIP ViT BigG 14 Laion2B 39B B160klaionOpen
64
1,2800K tokens—Jan 2023
lCLIP ViT L 14 DataComp.XL S13B B90KlaionOpen
63.6
7680K tokens—Apr 2023
Siglip Large Patch16 384GoogleOpen
63.5
1,0240K tokens—Jan 2024
Siglip Large Patch16 256GoogleOpen
62.6
1,0240K tokens—Jan 2024
lCLIP ViT H 14 Laion2B S32B B79KlaionOpen
61.9
1,0240K tokens—Sep 2022
lCLIP ViT G 14 Laion2B S34B B88KlaionOpen
61.9
—0K tokens—Mar 2023
Siglip Base Patch16 512GoogleOpen
60.9
—0K tokens—Jan 2024
Siglip Base Patch16 384GoogleOpen
60.8
—0K tokens—Jan 2024
rE5 VroyokongOpen
60.4
—8K tokens—Jul 2024
lCLIP ViT L 14 Laion2B S32B B82KlaionOpen
59.9
7680K tokens—Sep 2022
Siglip Base Patch16 256 MultilingualGoogleOpen
59.9
—0K tokens—Jan 2024
lCLIP ViT B 16 DataComp.XL S13B B90KlaionOpen
59.7
—0K tokens—Apr 2023
Siglip Base Patch16 256GoogleOpen
59.5
—0K tokens—Jan 2024
Clip Vit Large Patch14OpenAIOpen
59.2
7680K tokens—Feb 2021
Siglip Base Patch16 224GoogleOpen
58.6
7680K tokens—Jan 2024
SBlip Itm Large CocoSalesforceOpen
56.3
7681K tokens—Aug 2023
TVLM2Vec LoRATIGER-LabOpen
56.1
3,072131K tokensenOct 2024
TVLM2Vec FullTIGER-LabOpen
55.7
3,072131K tokensenOct 2024
SBlip Itm Base CocoSalesforceOpen
55.7
7681K tokens—Aug 2023
lCLIP ViT B 32 Laion2B S34B B79KlaionOpen
55.2
5120K tokens—Sep 2022
Clip Vit Base Patch16OpenAIOpen
55.1
5120K tokens—Feb 2021
SBlip Itm Large FlickrSalesforceOpen
54.5
7681K tokens—Aug 2023
Jina Clip v1Jina AIOpen
54.1
—8K tokensen$0.05 / 1M tokensMay 2024
lCLIP ViT B 32 DataComp.XL S13B B90KlaionOpen
53.9
—0K tokens—Apr 2023
SBlip Itm Base FlickrSalesforceOpen
53.6
7681K tokens—Aug 2023
Bge Visualized BaseBAAIOpen
53.1
—8K tokens—Jun 2024
kAlign BasekakaobrainOpen
50.9
7680K tokensenFeb 2023
Clip Vit Base Patch32OpenAIOpen
49
5120K tokens—Feb 2021
SBlip2 Opt 2.7BSalesforceOpen
48.5
2,560—enMar 2024
SBlip2 Opt 6.7B CocoSalesforceOpen
47.6
4,096—enMar 2024
Dinov2 GiantMetaOpen
46.3
1,536——Jul 2023
Dinov2 LargeMetaOpen
46.2
1,024——Jul 2023
Dinov2 BaseMetaOpen
45.9
768——Jul 2023
nNomic Embed Vision v1.5nomic-aiOpen
45.4
—2K tokensenJun 2024
Dinov2 SmallMetaOpen
43.1
384——Jul 2023
nMoco v3 Vit Bnyu-visionxOpen
37.5
———Jun 2024