Best for Embeddings & Retrieval

All models2292Chat & Knowledge558Coding381Agents & Tool Use541Writing & Language360Vision & Documents395Image Generation & Editing183Video Generation148Speech & Voice358Embeddings & Retrieval671Decision models118Music & Sound29
Embeddings477Rerankers16Multimodal165Audio13Video0
ModelMIEB lite · Any-to-any RetrievalDimensionsMax inputLanguagesPriceReleased
EmbeddingGemma 2GoogleOpen
38.3unstated
5128K tokens—$0.02 / 1M tokensOct 2026
HE5 Omni 7BHaon-ChenOpen
38.1unstated
3,58433K tokens—Jan 2026
LLCO Embedding Omni 7BLCO-EmbeddingOpen
37.6unstated
3,58433K tokens—Oct 2025
dDNA VL STEER 2BdnotitiaOpen
37.2
2,048 (or 64)33K tokensen, es, fr +32Aug 2026
LLCO Embedding Omni 3BLCO-EmbeddingOpen
36.4unstated
2,04833K tokens—Oct 2025
QEVA02 CLIP B 16QuanSunOpen
35.2unstated
—0K tokens—Apr 2023
lCLIP ViT BigG 14 Laion2B 39B B160klaionOpen
34.2
1,2800K tokens—Jan 2023
lCLIP ViT G 14 Laion2B S34B B88KlaionOpen
33.5
—0K tokens—Mar 2023
VVoyage Multimodal 3Voyage AI (MongoDB)
33.2
—33K tokens—$0.12 / 1M tokensNov 2024
HE5 Omni 3BHaon-ChenOpen
33unstated
2,04833K tokens—Jan 2026
eEbind Fullencord-teamOpen
33unstated
—0K tokensenNov 2025
lCLIP ViT H 14 Laion2B S32B B79KlaionOpen
32.8
1,0240K tokens—Sep 2022
Siglip So400m Patch14 384GoogleOpen
32.4
1,1520K tokens—Jan 2024
Siglip Large Patch16 384GoogleOpen
31.9
1,0240K tokens—Jan 2024
BBidirLM Omni 2.5B EmbeddingBidirLMOpen
31.3unstated
2,04833K tokensen, es, Estonian +80Apr 2026
lCLIP ViT L 14 Laion2B S32B B82KlaionOpen
31.1
7680K tokens—Sep 2022
lCLIP ViT L 14 DataComp.XL S13B B90KlaionOpen
31
7680K tokens—Apr 2023
Siglip Large Patch16 256GoogleOpen
31
1,0240K tokens—Jan 2024
Siglip Base Patch16 512GoogleOpen
30.8
—0K tokens—Jan 2024
Siglip Base Patch16 384GoogleOpen
30.6
—0K tokens—Jan 2024
Siglip Base Patch16 256GoogleOpen
29.5
—0K tokens—Jan 2024
Siglip Base Patch16 224GoogleOpen
29.3
7680K tokens—Jan 2024
TOmniEmbed v0.1TevatronOpen
29unstated
—33K tokens—Apr 2025
lCLIP ViT B 16 DataComp.XL S13B B90KlaionOpen
28.3
—0K tokens—Apr 2023
Siglip Base Patch16 256 MultilingualGoogleOpen
28.2
—0K tokens—Jan 2024
Jina Embeddings v5 Omni SmallJina AIOpen
27.6unstated
1,02433K tokens—$0.05 / 1M tokensApr 2026
Jina Clip v1Jina AIOpen
27.3
—8K tokensen$0.05 / 1M tokensMay 2024
lCLIP ViT B 32 Laion2B S34B B79KlaionOpen
27.1
5120K tokens—Sep 2022
rE5 VroyokongOpen
26.9
—8K tokens—Jul 2024
Clip Vit Large Patch14OpenAIOpen
26.7
7680K tokens—Feb 2021
lCLIP ViT B 32 DataComp.XL S13B B90KlaionOpen
26.3
—0K tokens—Apr 2023
SBlip Itm Large CocoSalesforceOpen
25.5
7681K tokens—Aug 2023
Bge Visualized BaseBAAIOpen
24.9
—8K tokens—Jun 2024
kAlign BasekakaobrainOpen
24.8
7680K tokensenFeb 2023
SBlip Itm Large FlickrSalesforceOpen
24.8
7681K tokens—Aug 2023
nNomic Embed Vision v1.5nomic-aiOpen
24.2
—2K tokensenJun 2024
Jina Embeddings v5 Omni NanoJina AIOpen
23.6unstated
7688K tokens—$0.02 / 1M tokensApr 2026
Clip Vit Base Patch16OpenAIOpen
23.6
5120K tokens—Feb 2021
SBlip Itm Base CocoSalesforceOpen
23
7681K tokens—Aug 2023
SBlip Itm Base FlickrSalesforceOpen
22.3
7681K tokens—Aug 2023
Clip Vit Base Patch32OpenAIOpen
21.5
5120K tokens—Feb 2021
TVLM2Vec LoRATIGER-LabOpen
21
3,072131K tokensenOct 2024
TVLM2Vec FullTIGER-LabOpen
20.9
3,072131K tokensenOct 2024
SBlip2 Opt 2.7BSalesforceOpen
19.3
2,560—enMar 2024
SBlip2 Opt 6.7B CocoSalesforceOpen
16.3
4,096—enMar 2024
SBlip Image Captioning LargeSalesforceOpen
13
7681K tokens—Dec 2023
SBlip Image Captioning BaseSalesforceOpen
10.7
7681K tokens—Aug 2023