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
Sall-MiniLM-L12-v2Embeddings
Sentence Transformers· viaDeepInfra
$0.0050/ 1M tokens
384
Dimensions
512 tok
Max input
BBGE-M3Embeddings
BAAI· viaDeepInfra
$0.010/ 1M tokens
1,024
Dimensions
8.2K tok
Max input
CCohere Embed 4Embeddings
Cohere
$0.12/ 1M tokens
1,536
Dimensions
128K tok
Max input
GEmbeddingGemma 300MEmbeddings
Google· viaDeepInfra
$0.0020/ 1M tokens
768
Dimensions
2K tok
Max input
GGemini EmbeddingEmbeddings
Google
$0.15/ 1M tokens
3,072
Dimensions
2K tok
Max input
GGemini Embedding 2Embeddings
Google
$0.20/ 1M tokens
3,072
Dimensions
8.2K tok
Max input
OOpenAI Embedding 3 LargeEmbeddings
OpenAI
$0.13/ 1M tokens
3,072
Dimensions
8.2K tok
Max input
OOpenAI Embedding 3 SmallEmbeddings
OpenAI
$0.020/ 1M tokens
1,536
Dimensions
8.2K tok
Max input
PPerplexity Embed v1 0.6BEmbeddings
Perplexity
$0.0040/ 1M tokens
1,024
Dimensions
32K tok
Max input
Low cost
PPerplexity Embed v1 4BEmbeddings
Perplexity
$0.030/ 1M tokens
2,560
Dimensions
32K tok
Max input
QQwen3 Embedding 0.6BEmbeddings
Qwen· viaDeepInfra
$0.010/ 1M tokens
1,024
Dimensions
32.8K tok
Max input
QQwen3 Embedding 4BEmbeddings
Qwen· viaDeepInfra
$0.020/ 1M tokens
2,560
Dimensions
32.8K tok
Max input
QQwen3 Embedding 8BEmbeddings
Qwen· viaDeepInfra
$0.010/ 1M tokens
4,096
Dimensions
32.8K tok
Max input
QQwen3.7 Text EmbeddingEmbeddings
Qwen· viaAlibaba Cloud
$0.070/ 1M tokens
1,024
Dimensions
131.1K tok
Max input
VVoyage 4Embeddings
Voyage AI
$0.060/ 1M tokens
1,024
Dimensions
32K tok
Max input
VVoyage 4 LargeEmbeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input
VVoyage 4 LiteEmbeddings
Voyage AI
$0.020/ 1M tokens
1,024
Dimensions
32K tok
Max input
VVoyage Code 4Embeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input
VVoyage Finance 2Embeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input
VVoyage Law 2Embeddings
Voyage AI
$0.12/ 1M tokens
1,024
Dimensions
32K tok
Max input