# embeddings model rankings

| \# | model | card | cheapest list | cheapest effective | unit | providers | tokens/week |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | `perplexity/pplx-embed-v1-0.6b` | 0.004 | 0.004 perplexity/int8 | 0.0039 perplexity/int8 |  | 1 | 12845393475 |
| 2 | `openai/text-embedding-3-small` | 0.02 | 0.02 azure | 0.0192 azure |  | 2 | 6574259141 |
| 3 | `qwen/qwen3-embedding-8b` |  | 0.01 deepinfra | 0.0098 nebius/bf16 |  | 3 | 6014731600 |
| 4 | `baai/bge-m3` |  | 0.01 deepinfra/fp32 | 0.0094 deepinfra/fp32 |  | 2 | 3781619297 |
| 5 | `qwen/qwen3-embedding-4b` |  | 0.02 deepinfra/us | 0.0199 deepinfra/us |  | 1 | 2257593107 |
| 6 | `openai/text-embedding-3-large` | 0.13 | 0.13 azure | 0.1296 openai |  | 2 | 1915204342 |
| 7 | `google/gemini-embedding-2` |  | 0.2 google-ai-studio | 0.2142 google-vertex/global |  | 2 | 664529804 |
| 8 | `mistralai/mistral-embed-2312` | 0.1 | 0.1 mistral/zdr | 0.0999 mistral |  | 1 | 579904774 |
| 9 | `google/gemini-embedding-001` |  | 0.15 google-ai-studio | 0.1484 google-ai-studio |  | 2 | 512614026 |
| 10 | `mongodb/voyage-4-lite` |  | 0.02 voyageai | 0.0199 voyageai |  | 1 | 437262755 |
| 11 | `google/gemini-embedding-2-preview` |  | 0.2 google-ai-studio | 0.2005 google-ai-studio |  | 1 | 256086308 |
| 12 | `mongodb/voyage-4-large` |  | 0.12 voyageai | 0.1189 voyageai |  | 1 | 188568161 |
| 13 | `mongodb/voyage-4` |  | 0.06 voyageai | 0.0595 voyageai |  | 1 | 123974468 |
| 14 | `perplexity/pplx-embed-v1-4b` | 0.03 | 0.03 perplexity/int8 | 0.029 perplexity/int8 |  | 1 | 70019303 |
| 15 | `openai/text-embedding-ada-002` | 0.1 | 0.1 openai | 0.0993 openai |  | 1 | 69640448 |
| 16 | `intfloat/multilingual-e5-large` |  | 0.01 deepinfra/fp32 | 0.0099 deepinfra/fp32 |  | 1 | 52101554 |
| 17 | `sentence-transformers/all-mpnet-base-v2` |  | 0.005 deepinfra | 0.005 deepinfra/us |  | 1 | 43563623 |
| 18 | `cohere/embed-5-pro` | 0.12 | 0.12 cohere | 0.1199 cohere |  | 1 | 22701284 |
| 19 | `mongodb/voyage-multimodal-3.5` |  | 0.12 voyageai | 0.3013 voyageai |  | 1 | 18712972 |
| 20 | `baai/bge-base-en-v1.5` |  | 0.005 deepinfra | 0.0043 deepinfra/us |  | 1 | 17817625 |
| 21 | `mongodb/voyage-code-4` |  | 0.12 voyageai | 0.1199 voyageai |  | 1 | 15333971 |
| 22 | `mistralai/codestral-embed-2505` | 0.15 | 0.15 mistral/zdr | 0.0947 mistral/eu |  | 1 | 14018004 |
| 23 | `thenlper/gte-base` |  | 0.005 deepinfra | 0.0049 deepinfra/us |  | 1 | 13639351 |
| 24 | `cohere/embed-5-fast` | 0.08 | 0.08 cohere | 0.0802 cohere |  | 1 | 8604787 |
| 25 | `sentence-transformers/all-minilm-l12-v2` |  | 0.005 deepinfra/us | 0.0026 deepinfra/us |  | 1 | 7195808 |
| 26 | `sentence-transformers/all-minilm-l6-v2` |  | 0.005 deepinfra | 0.0043 deepinfra/us |  | 1 | 5293954 |
| 27 | `baai/bge-large-en-v1.5` |  | 0.01 deepinfra/us | 0.0082 deepinfra/us |  | 1 | 3277476 |
| 28 | `amazon/titan-embed-text-v2` |  | 0.02 amazon-bedrock | 0.0196 amazon-bedrock |  | 1 | 1645657 |
| 29 | `intfloat/e5-base-v2` |  | 0.005 deepinfra/us | 0.0049 deepinfra/us |  | 1 | 352641 |
| 30 | `intfloat/e5-large-v2` |  | 0.01 deepinfra | 0.0028 deepinfra/us |  | 1 | 346343 |
| 31 | `amazon/titan-embed-text-v1` |  | 0.1 amazon-bedrock | 0.0992 amazon-bedrock |  | 1 | 69314 |
| 32 | `thenlper/gte-large` |  | 0.01 deepinfra | 0.0092 deepinfra/us |  | 1 | 18249 |
| 33 | `amazon/titan-embed-image-v1` |  | 0.8 amazon-bedrock | 7.1024 amazon-bedrock |  | 1 | 7901 |
| 34 | `sentence-transformers/paraphrase-minilm-l6-v2` |  | 0.005 deepinfra |  |  | 1 | 960 |
| 35 | `sentence-transformers/multi-qa-mpnet-base-dot-v1` |  | 0.005 deepinfra |  |  | 1 | 938 |
| 36 | `voyageai/voyage-code-4` | 0.12 | 0.12 voyageai |  |  | 1 |  |
| 37 | `voyageai/voyage-multimodal-3.5` | 0.12 | 0.12 voyageai |  |  | 1 |  |
| 38 | `voyageai/voyage-4-lite` | 0.02 | 0.02 voyageai |  |  | 1 |  |
| 39 | `voyageai/voyage-4` | 0.06 | 0.06 voyageai |  |  | 1 |  |
| 40 | `voyageai/voyage-4-large` | 0.12 | 0.12 voyageai |  |  | 1 |  |