Reference

Embeddings

Models that turn text into vectors for semantic search and retrieval.

The embedding models that power vector search. Each entry shows its vector dimensions, the most text it can embed at once, and its batch size, alongside a per-million-token price. The vector database uses these under the hood. Name one directly when you need a specific dimensionality or a cheaper run.

20 models
all-MiniLM-L12-v2Embeddings
Sentence Transformers· viaDeepInfra
$0.0050/ 1M tokens
384
Dimensions
512 tok
Max input
BGE-M3Embeddings
BAAI· viaDeepInfra
$0.010/ 1M tokens
1,024
Dimensions
8.2K tok
Max input
Cohere Embed 4Embeddings
Cohere
$0.12/ 1M tokens
1,536
Dimensions
128K tok
Max input
EmbeddingGemma 300MEmbeddings
Google· viaDeepInfra
$0.0020/ 1M tokens
768
Dimensions
2K tok
Max input
Gemini EmbeddingEmbeddings
Google
$0.15/ 1M tokens
3,072
Dimensions
2K tok
Max input
Gemini Embedding 2Embeddings
Google
$0.20/ 1M tokens
3,072
Dimensions
8.2K tok
Max input
OpenAI Embedding 3 LargeEmbeddings
OpenAI
$0.13/ 1M tokens
3,072
Dimensions
8.2K tok
Max input
OpenAI Embedding 3 SmallEmbeddings
OpenAI
$0.020/ 1M tokens
1,536
Dimensions
8.2K tok
Max input
Perplexity Embed v1 0.6BEmbeddings
Perplexity
$0.0040/ 1M tokens
1,024
Dimensions
32K tok
Max input
Low cost
Perplexity Embed v1 4BEmbeddings
Perplexity
$0.030/ 1M tokens
2,560
Dimensions
32K tok
Max input
Qwen3 Embedding 0.6BEmbeddings
Qwen· viaDeepInfra
$0.010/ 1M tokens
1,024
Dimensions
32.8K tok
Max input
Qwen3 Embedding 4BEmbeddings
Qwen· viaDeepInfra
$0.020/ 1M tokens
2,560
Dimensions
32.8K tok
Max input
Qwen3 Embedding 8BEmbeddings
Qwen· viaDeepInfra
$0.010/ 1M tokens
4,096
Dimensions
32.8K tok
Max input
Qwen3.7 Text EmbeddingEmbeddings
Qwen· viaAlibaba Cloud
$0.070/ 1M tokens
1,024
Dimensions
131.1K tok
Max input
Voyage 4Embeddings
Voyage AI
$0.060/ 1M tokens
1,024
Dimensions
32K tok
Max input
Voyage 4 LargeEmbeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input
Voyage 4 LiteEmbeddings
Voyage AI
$0.020/ 1M tokens
1,024
Dimensions
32K tok
Max input
Voyage Code 4Embeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input
Voyage Finance 2Embeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input
Voyage Law 2Embeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input