Embeddings models, tools and agents
125 in the catalogue today. Every one with what it costs, who sells it and where it stands. 125 in all, a hundred to a page; this is page 1 of 2.
Models that turn text into a vector so it can be searched by meaning rather than by words. They are cheap — usually cents per million tokens, and often priced for input only, since nothing comes back but numbers. Two things decide the choice: the dimension of the vector, which sets what your database will cost to hold, and whether the model was trained for your language. Changing model later means re-embedding everything you have.
- BOOM_4B_v1ICT-TIME-and-Querit$0.4→$0.8per Mtok in / out1 selling
- CONCHAI for Pathology Image Analysis Lab @ HMS / BWH
- Codestral Embed 2505Mistral AI$0.15per Mtok in2 selling
- Doubao-embedding-visionByteDance$0.1per Mtok in1 selling
- EmbedUpstage$0.1per Mtok in1 selling
- Embed 2Upstage$0.02per Mtok in1 selling
- Embed v3 EnglishBaidu$0.1per Mtok in1 selling
- Embed v3 MultilingualBaidu$0.1per Mtok in1 selling
- Embedding-V1Baidu$0.074per Mtok in1 selling
- Embeddings for Text (excluding Gemini Embedding)Google
- FRIDAai-forever
- File Search (embeddings)Google
- Gemini Embedding 2 (Unified Multimodal, Preview)Google
- Hunyuan-embeddingTencent Hunyuan$0.1per Mtok in1 selling
- IndexingMixedbread$1.5–$3per Mtok in1 selling
- LFM2-ColBERT-350MLiquid AI
- LFM2.5-Embedding-350MLiquid AI
- LaBSEsentence-transformers
- MiniCPM-EmbeddingOpenBMB
- Mistral Embed 2312Mistral AI$0.1per Mtok in2 selling
- Multilingual-e5-large-instructintfloat$0.01–$0.08per Mtok in3 selling
- Multimodal EmbeddingsGoogle
- NV-Embed-v2NVIDIA
- Nemotron-3-Embed-1B-BF16NVIDIA$0.015per Mtok in1 selling
- Nemotron-3-Embed-1B-NVFP4NVIDIA$0.01per Mtok in1 selling
- Nemotron-3-Embed-8BNVIDIA$0.035per Mtok in1 selling
- NeoBERTChandar Research Lab
- Nomic Embed Text v1.5Nomic AI$0.05per Mtok in1 selling
- Octen-Embedding-8BOcten
- SFR-Embedding-MistralSalesforce
- TTPLanet_SDXL_Controlnet_Tile_RealisticTTPlanet
- UAE-Large-V1WhereIsAI
- UNIAI for Pathology Image Analysis Lab @ HMS / BWH
- UNI2-hAI for Pathology Image Analysis Lab @ HMS / BWH
- Virchow2paige-ai
- Yuan-embedding-2.0-enIEITYuan$0.04→$0.08per Mtok in / out1 selling
- acge_text_embeddingaspire
- all-MiniLM-L12-v2sentence-transformers$0.005per Mtok in2 selling
- all-MiniLM-L6-v2sentence-transformers$0.005–$0.009per Mtok in3 selling
- all-mpnet-base-v2sentence-transformers$0.005per Mtok in2 selling
- amazon--titan-embed-textAmazon$0.1–$0.11per Mtok in2 selling
- bart-baseMeta
- bart-largeMeta
- bge-base-en-v1.5BAAI$0.005–$0.008per Mtok in3 selling
- bge-en-iclBAAI$0.01per Mtok in1 selling
- bge-large-enBAAI$0.1per Mtok in1 selling
- bge-large-en-v1.5BAAI$0.01per Mtok in2 selling
- bge-large-zhBAAI
- bge-large-zh-v1.5BAAI
- bge-m3BAAI$0.01–$0.02per Mtok in3 selling
- bge-m3-multiBAAI$0.01per Mtok in1 selling
- bge-multilingual-gemma2BAAI
- bge-small-en-v1.5BAAI
- bge-small-zh-v1.5BAAI
- cde-small-v1jxm
- clip-ViT-B-32sentence-transformers$0.005per Mtok in1 selling
- clip-ViT-B-32-multilingual-v1sentence-transformers$0.005per Mtok in1 selling
- dinov2-baseMeta
- dinov3-vit7b16-pretrain-lvd1689mMeta
- dinov3-vitb16-pretrain-lvd1689mMeta
- dinov3-vitl16-pretrain-lvd1689mMeta
- dinov3-vits16-pretrain-lvd1689mMeta
- distiluse-base-multilingual-cased-v2sentence-transformers
- e5-base-v2intfloat$0.005per Mtok in2 selling
- e5-large-v2intfloat$0.01–$0.02per Mtok in3 selling
- e5-mistral-7b-instructintfloat
- embeddinggemma-2Google$0.02per Mtok in1 selling
- embeddinggemma-300mGoogle$0.002per Mtok in1 selling
- gte-Qwen2-1.5B-instructAlibaba-NLP
- gte-Qwen2-7B-instructAlibaba-NLP
- gte-large-en-v1.5Alibaba-NLP
- gte-modernbert-baseAlibaba-NLP
- gte-multilingual-baseAlibaba-NLP
- gte-smallthenlper
- harrier-oss-v1-0.6bMicrosoft
- harrier-oss-v1-270mMicrosoft
- harrier-oss-v1-27bMicrosoft
- instructor-largeNLP Group of The University of Hong Kong
- instructor-xlNLP Group of The University of Hong Kong
- jina-clip-v1Jina AI
- jina-embeddings-v2-base-codeJina AI
- jina-embeddings-v2-base-enJina AI
- jina-embeddings-v2-base-zhJina AI
- jina-embeddings-v3Jina AI
- jina-embeddings-v4Jina AI$0.05per Mtok in1 selling
- jina-embeddings-v5-omni-nanoJina AI$0.05per Mtok in1 selling
- jina-embeddings-v5-omni-smallJina AI$0.05per Mtok in1 selling
- jina-embeddings-v5-text-nanoJina AI$0.05per Mtok in1 selling
- jina-embeddings-v5-text-smallJina AI$0.05per Mtok in1 selling
- ko-sroberta-multitaskjhgan
- llama-embed-nemotron-8bNVIDIA
- llama-nemotron-embed-vl-1b-v2NVIDIA$0.01per Mtok in1 selling
- llama-text-embed-v2NVIDIA$0.16per Mtok in1 selling
- mimiKyutai
- modernbert-embed-baseNomic AI
- multi-qa-mpnet-base-dot-v1sentence-transformers$0.005–$0.009per Mtok in3 selling
- multilingual-e5-baseintfloat
- multilingual-e5-smallintfloat
- mxbai-embed-large-v1Mixedbread
- nomic-embed-text-v1Nomic AI