rankings / text-embeddings
The best embedding models
135 models & services · 4 callable here now
Ranked by benchmark score per dollar (quality floor applied). Scores: BEIR (MTEB) — retrieval quality across the BEIR suite (NDCG@10 x 100). Fetched 2026-07-04. Prices are our live per-call rates; ~ marks an estimate until the model is onboarded.
sorted by value · sort by score
| # | model | score | price | params | status |
|---|---|---|---|---|---|
| 1 | nvidia/NV-Embed-v2 best value | 63.2 (#3) | ~$0.008 / 1M tokens | 7850M | coming soon |
| 2 | BAAI/bge-en-icl | 62.2 (#5) | ~$0.008 / 1M tokens | 7110M | coming soon |
| 3 | yibinlei/LENS-d8000 | 61.9 (#6) | ~$0.008 / 1M tokens | 7110M | coming soon |
| 4 | infly/inf-retriever-v1 | 61.7 (#7) | ~$0.008 / 1M tokens | 7069M | coming soon |
| 5 | Qwen/Qwen3-Embedding-4B | 61.6 (#8) | $0.008 / 1M tokens | 4022M | live · use now |
| 6 | yibinlei/LENS-d4000 | 60.8 (#9) | ~$0.008 / 1M tokens | 7110M | coming soon |
| 7 | Linq-AI-Research/Linq-Embed-Mistral | 60.2 (#10) | ~$0.008 / 1M tokens | 7111M | coming soon |
| 8 | Salesforce/SFR-Embedding-2_R | 59.8 (#11) | ~$0.008 / 1M tokens | 7111M | coming soon |
| 9 | zeta-alpha-ai/Zeta-Alpha-E5-Mistral | 59.5 (#12) | ~$0.008 / 1M tokens | 7111M | coming soon |
| 10 | NovaSearch/stella_en_1.5B_v5 | 59.3 (#13) | $0.008 / 1M tokens | 1540M | live · use now |
| 11 | Salesforce/SFR-Embedding-Mistral | 59.1 (#15) | ~$0.008 / 1M tokens | 7111M | coming soon |
| 12 | Alibaba-NLP/gte-Qwen2-7B-instruct | 58.9 (#16) | ~$0.008 / 1M tokens | 7069M | coming soon |
| 13 | openbmb/MiniCPM-Embedding | 58.6 (#18) | ~$0.008 / 1M tokens | 2725M | coming soon |
| 14 | infly/inf-retriever-v1-1.5b | 58.4 (#19) | ~$0.008 / 1M tokens | 1543M | coming soon |
| 15 | Alibaba-NLP/gte-Qwen2-1.5B-instruct | 58.3 (#20) | ~$0.008 / 1M tokens | 1543M | coming soon |
| 16 | NovaSearch/stella_en_400M_v5 | 57.9 (#22) | $0.008 / 1M tokens | 435M | coming soon |
| 17 | codefuse-ai/F2LLM-v2-8B | 57.5 (#23) | ~$0.008 / 1M tokens | 7568M | coming soon |
| 18 | intfloat/e5-mistral-7b-instruct | 57.1 (#25) | ~$0.008 / 1M tokens | 7111M | coming soon |
| 19 | codefuse-ai/F2LLM-v2-4B | 56.9 (#26) | ~$0.008 / 1M tokens | 4022M | coming soon |
| 20 | Alibaba-NLP/gte-Qwen1.5-7B-instruct | 56.2 (#28) | ~$0.008 / 1M tokens | 7099M | coming soon |
| 21 | Alibaba-NLP/gme-Qwen2-VL-7B-Instruct | 55.7 (#33) | ~$0.008 / 1M tokens | 7746M | coming soon |
| 22 | Qwen/Qwen3-Embedding-0.6B | 55.5 (#34) | $0.008 / 1M tokens | 596M | live · use now |
| 23 | Snowflake/snowflake-arctic-embed-m-v2.0 | 55.5 (#35) | ~$0.008 / 1M tokens | 305M | coming soon |
| 24 | Snowflake/snowflake-arctic-embed-m-long | 54.8 (#45) | ~$0.008 / 1M tokens | 137M | coming soon |
| 25 | manveertamber/cadet-embed-base-v1 | 54.3 (#50) | ~$0.008 / 1M tokens | 109M | coming soon |
| 26 | jxm/cde-small-v2 | 54.2 (#52) | ~$0.008 / 1M tokens | 306M | coming soon |
| 27 | codefuse-ai/F2LLM-v2-1.7B | 54.1 (#53) | ~$0.008 / 1M tokens | 1721M | coming soon |
| 28 | Alibaba-NLP/gte-base-en-v1.5 | 54.1 (#54) | ~$0.008 / 1M tokens | 137M | coming soon |
| 29 | Alibaba-NLP/gme-Qwen2-VL-2B-Instruct | 53.4 (#58) | ~$0.008 / 1M tokens | 2209M | coming soon |
| 30 | jxm/cde-small-v1 | 53.3 (#60) | ~$0.008 / 1M tokens | 281M | coming soon |
| 31 | jinaai/jina-embeddings-v3 | 53.2 (#62) | ~$0.008 / 1M tokens | 572M | coming soon |
| 32 | ibm-granite/granite-embedding-english-r2 | 53.1 (#63) | ~$0.008 / 1M tokens | 149M | coming soon |
| 33 | nomic-ai/nomic-embed-text-v1 | 52.9 (#65) | ~$0.008 / 1M tokens | 137M | coming soon |
| 34 | opensearch-project/opensearch-neural-sparse-encoding-doc-v3-gte | 52.7 (#68) | ~$0.008 / 1M tokens | 137M | coming soon |
| 35 | lightonai/ColBERT-Zero-supervised | 51.9 (#75) | ~$0.008 / 1M tokens | 149M | coming soon |
| 36 | HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1 | 51.9 (#76) | ~$0.008 / 1M tokens | 494M | coming soon |
| 37 | nomic-ai/nomic-embed-text-v1.5 | 51.8 (#77) | ~$0.008 / 1M tokens | 137M | coming soon |
| 38 | HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2 | 51.7 (#79) | ~$0.008 / 1M tokens | 494M | coming soon |
| 39 | BAAI/bge-small-en-v1.5 | 51.7 (#80) | $0.008 / 1M tokens | 33M | live · use now |
| 40 | lightonai/ColBERT-Zero-unsupervised | 51.3 (#87) | ~$0.008 / 1M tokens | 149M | coming soon |
| 41 | Alibaba-NLP/gte-multilingual-base | 51.1 (#88) | ~$0.008 / 1M tokens | 305M | coming soon |
| 42 | ibm-granite/granite-embedding-small-english-r2 | 50.9 (#89) | ~$0.008 / 1M tokens | 48M | coming soon |
| 43 | lightonai/DenseOn-unsupervised | 49.1 (#90) | ~$0.008 / 1M tokens | 149M | coming soon |
| 44 | jinaai/jina-embeddings-v2-base-en | 45.3 (#94) | ~$0.008 / 1M tokens | 137M | coming soon |
| 45 | jinaai/jina-embeddings-v2-small-en | 45.1 (#95) | ~$0.008 / 1M tokens | 33M | coming soon |
| 46 | Mihaiii/Ivysaur | 44 (#97) | ~$0.008 / 1M tokens | 23M | coming soon |
| 47 | Lajavaness/bilingual-embedding-base | 43.8 (#98) | ~$0.008 / 1M tokens | 278M | coming soon |
| 48 | brahmairesearch/slx-v0.1 | 42 (#99) | ~$0.008 / 1M tokens | 23M | coming soon |
| 49 | Mihaiii/gte-micro-v4 | 39.2 (#101) | ~$0.008 / 1M tokens | 19M | coming soon |
| 50 | sdadas/mmlw-e5-base | 39.2 (#103) | ~$0.008 / 1M tokens | 278M | coming soon |
| 51 | deepfile/embedder-100p | 38.7 (#105) | ~$0.008 / 1M tokens | 278M | coming soon |
| 52 | Mihaiii/Bulbasaur | 37.3 (#107) | ~$0.008 / 1M tokens | 17M | coming soon |
| 53 | sdadas/mmlw-e5-large | 37 (#108) | ~$0.008 / 1M tokens | 560M | coming soon |
| 54 | voyageai/voyage-3-m-exp top score | 68.1 (#1) | - | 6918M | coming soon |
| 55 | TencentBAC/Conan-embedding-v2 | 66.4 (#2) | - | - | not hosted |
| 56 | Qwen/Qwen3-Embedding-8B | 62.8 (#4) | - | 7567M | not hosted |
| 57 | BAAI/bge-multilingual-gemma2 | 59.2 (#14) | - | 9240M | not hosted |
| 58 | BeastyZ/e5-R-mistral-7b | 58.7 (#17) | - | 7242M | not hosted |
| 59 | codefuse-ai/F2LLM-v2-14B | 58.3 (#21) | - | 13990M | not hosted |
| 60 | lightonai/LateOn | 57.2 (#24) | - | 149M | not hosted |
| 61 | McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised | 56.6 (#27) | - | 7547M | coming soon |
| 62 | lightonai/DenseOn | 56.2 (#29) | - | 149M | not hosted |
| 63 | McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised | 56 (#30) | - | 7153M | coming soon |
| 64 | Snowflake/snowflake-arctic-embed-l | 56 (#31) | - | 335M | not hosted |
| 65 | google/text-embedding-005 | 55.8 (#32) | - | - | not hosted |
| 66 | google/text-embedding-004 | 55.5 (#36) | - | - | not hosted |
| 67 | openai/text-embedding-3-large | 55.4 (#37) | - | - | not hosted |
| 68 | lightonai/ColBERT-Zero | 55.4 (#38) | - | 149M | not hosted |
| 69 | Snowflake/snowflake-arctic-embed-l-v2.0 | 55.2 (#39) | - | 568M | not hosted |
| 70 | Alibaba-NLP/gte-modernbert-base | 55.2 (#40) | - | 149M | not hosted |
| 71 | Snowflake/snowflake-arctic-embed-m-v1.5 | 55.2 (#41) | - | 109M | not hosted |
| 72 | GritLM/GritLM-8x7B | 55.1 (#42) | - | 57920M | not hosted |
| 73 | KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5 | 55 (#43) | - | 494M | not hosted |
| 74 | Snowflake/snowflake-arctic-embed-m | 54.9 (#44) | - | 109M | not hosted |
| 75 | lightonai/GTE-ModernColBERT-v1 | 54.8 (#46) | - | 149M | not hosted |
| 76 | WhereIsAI/UAE-Large-V1 | 54.6 (#47) | - | 335M | not hosted |
| 77 | McGill-NLP/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised | 54.6 (#48) | - | 6647M | coming soon |
| 78 | BAAI/bge-large-en-v1.5 | 54.3 (#49) | - | 335M | not hosted |
| 79 | mixedbread-ai/mxbai-embed-large-v1 | 54.3 (#51) | - | 335M | not hosted |
| 80 | BAAI/bge-large-en | 53.9 (#55) | - | 335M | not hosted |
| 81 | MongoDB/mdbr-leaf-ir | 53.6 (#56) | - | 23M | not hosted |
| 82 | avsolatorio/GIST-large-Embedding-v0 | 53.4 (#57) | - | 335M | not hosted |
| 83 | w601sxs/b1ade-embed | 53.3 (#59) | - | 335M | coming soon |
| 84 | BAAI/bge-base-en-v1.5 | 53.2 (#61) | - | 109M | not hosted |
| 85 | BAAI/bge-base-en | 53 (#64) | - | 109M | not hosted |
| 86 | nomic-ai/modernbert-embed-base | 52.9 (#66) | - | 149M | not hosted |
| 87 | intfloat/multilingual-e5-large-instruct | 52.7 (#67) | - | 560M | not hosted |
| 88 | ibm-granite/granite-embedding-125m-english | 52.3 (#69) | - | 125M | not hosted |
| 89 | avsolatorio/GIST-Embedding-v0 | 52.3 (#70) | - | 109M | not hosted |
| 90 | thenlper/gte-large | 52.2 (#71) | - | 335M | not hosted |
| 91 | avsolatorio/NoInstruct-small-Embedding-v0 | 52 (#72) | - | 33M | not hosted |
| 92 | Snowflake/snowflake-arctic-embed-s | 52 (#73) | - | 33M | not hosted |
| 93 | llmrails/ember-v1 | 51.9 (#74) | - | 335M | not hosted |
| 94 | BAAI/bge-small-en | 51.8 (#78) | - | 33M | not hosted |
| 95 | HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5 | 51.7 (#81) | - | 494M | not hosted |
| 96 | intfloat/multilingual-e5-large | 51.5 (#82) | - | 560M | not hosted |
| 97 | McGill-NLP/LLM2Vec-Sheared-LLaMA-mntp-supervised | 51.4 (#83) | - | 1295M | coming soon |
| 98 | nomic-ai/nomic-embed-text-v1-ablated | 51.4 (#84) | - | 137M | coming soon |
| 99 | mixedbread-ai/mxbai-embed-2d-large-v1 | 51.4 (#85) | - | 335M | not hosted |
| 100 | codefuse-ai/F2LLM-v2-0.6B | 51.4 (#86) | - | 596M | not hosted |
| 101 | nomic-ai/nomic-embed-text-v1-unsupervised | 48 (#91) | - | 137M | coming soon |
| 102 | izhx/udever-bloom-3b | 47.7 (#92) | - | 3003M | coming soon |
| 103 | izhx/udever-bloom-1b1 | 45.3 (#93) | - | 1065M | coming soon |
| 104 | jinaai/jina-embedding-b-en-v1 | 44 (#96) | - | 110M | coming soon |
| 105 | izhx/udever-bloom-560m | 41.2 (#100) | - | 559M | coming soon |
| 106 | McGill-NLP/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse | 39.2 (#102) | - | 7547M | coming soon |
| 107 | jinaai/jina-embedding-s-en-v1 | 38.9 (#104) | - | 35M | coming soon |
| 108 | McGill-NLP/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse | 38.1 (#106) | - | 7153M | coming soon |
| 109 | Hum-Works/lodestone-base-4096-v1 | 37 (#109) | - | 137M | coming soon |
| 110 | McGill-NLP/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse | 36.8 (#110) | - | 6647M | coming soon |
| 111 | sentence-transformers/static-retrieval-mrl-en-v1 | 34.1 (#111) | - | 31M | coming soon |
| 112 | facebook/w2v-bert-2.0 | - | ~$0.008 / 1M tokens | 580.5M | coming soon |
| 113 | Xenova/all-MiniLM-L6-v2 | - | - | - | coming soon |
| 114 | Xenova/bge-base-en-v1.5 | - | - | - | coming soon |
| 115 | microsoft/wavlm-large | - | - | - | coming soon |
| 116 | Qdrant/all-MiniLM-L6-v2-onnx | - | - | - | coming soon |
| 117 | Alibaba-NLP/gte-large-en-v1.5 | - | ~$0.008 / 1M tokens | 434.1M | coming soon |
| 118 | Qwen/Qwen3-VL-Embedding-8B | - | ~$0.008 / 1M tokens | 8144.8M | coming soon |
| 119 | jinaai/jina-embeddings-v5-text-nano | - | ~$0.008 / 1M tokens | 211.8M | coming soon |
| 120 | nomic-ai/nomic-embed-text-v2-moe | - | ~$0.008 / 1M tokens | 475.3M | coming soon |
| 121 | indobenchmark/indobert-base-p1 | - | - | - | coming soon |
| 122 | microsoft/wavlm-base-plus | - | - | - | coming soon |
| 123 | Qdrant/bm25 | - | - | - | coming soon |
| 124 | nvidia/llama-nemotron-embed-1b-v2 | - | ~$0.008 / 1M tokens | 1235.8M | coming soon |
| 125 | boboliu/Qwen3-Embedding-4B-W4A16-G128 | - | ~$0.008 / 1M tokens | 4050.2M | coming soon |
| 126 | jinaai/jina-embeddings-v5-omni-small | - | ~$0.008 / 1M tokens | 1626.3M | coming soon |
| 127 | jinaai/jina-clip-v1 | - | ~$0.008 / 1M tokens | 222.7M | coming soon |
| 128 | royokong/e5-v | - | ~$0.008 / 1M tokens | 8355.3M | coming soon |
| 129 | jinaai/jina-embeddings-v5-omni-nano | - | ~$0.008 / 1M tokens | 986M | coming soon |
| 130 | LCO-Embedding/LCO-Embedding-Omni-3B | - | ~$0.008 / 1M tokens | 4703.5M | coming soon |
| 131 | LCO-Embedding/LCO-Embedding-Omni-7B | - | ~$0.008 / 1M tokens | 8931.8M | coming soon |