diff --git a/platform/embedding.mdx b/platform/embedding.mdx
index aa8cfb97..09cf0df9 100644
--- a/platform/embedding.mdx
+++ b/platform/embedding.mdx
@@ -59,11 +59,11 @@ on Hugging Face:
## Generate embeddings
-To generate embeddings, choose one of the following embedding providers and models in the **Providers** section of an **Embedder** node in a workflow:
+To generate embeddings, choose one of the following embedding providers and models in the **Select Embedding Model** section of an **Embedder** node in a workflow:
You can change a workflow's preconfigured provider only through [Custom](/platform/workflows#create-a-custom-workflow) workflow settings.
-- **Azure OpenAI**: Use [Azure OpenAI](https://azure.microsoft.com/products/ai-services/openai-service) to generate embeddings. Also, choose the model to use:
+- **Azure OpenAI**: Use [Azure OpenAI](https://azure.microsoft.com/products/ai-services/openai-service) to generate embeddings with one of the following models:
- **text-embedding-3-small**, with 1536 dimensions.
- **text-embedding-3-large**, with 3072 dimensions.
@@ -71,10 +71,18 @@ To generate embeddings, choose one of the following embedding providers and mode
[Learn more](https://learn.microsoft.com/azure/ai-services/openai/concepts/models#embeddings).
-- **TogetherAI**: Use [TogetherAI](https://www.together.ai/) to generate embeddings. Also, choose the model to use:
+- **Amazon Bedrock**: Use [Amazon Bedrock](https://aws.amazon.com/bedrock) to generate embeddings with one of the following models:
+
+ - **Titan Text Embeddings V2**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html).
+ - **Titan Embeddings G1 - Text**, with 1536 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html).
+ - **Titan Multimodal Embeddings G1**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-multiemb-models.html).
+ - **Cohere Embed English**, with 1024 embeddings. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html).
+ - **Cohere Embed Multilingual**, with 1024 embedding. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html).
+
+- **TogetherAI**: Use [TogetherAI](https://www.together.ai/) to generate embeddings with one of the following models:
- **M2-BERT-80M-2K-Retrieval**, with 768 dimensions.
- **M2-BERT-80M-8K-Retrieval**, with 768 dimensions.
- **M2-BERT-80M-32K-Retrieval**, with 768 dimensions.
- [Learn more](https://docs.together.ai/docs/serverless-models#embedding-models).
\ No newline at end of file
+ [Learn more](https://docs.together.ai/docs/serverless-models#embedding-models).
diff --git a/platform/workflows.mdx b/platform/workflows.mdx
index 7622e42b..e83c6e47 100644
--- a/platform/workflows.mdx
+++ b/platform/workflows.mdx
@@ -332,9 +332,9 @@ To create an automatic workflow:
[Learn more](/platform/summarizing).
- For **Providers**, select one of the following:
+ For **Select Embedding Model**, select one of the following:
- - **Azure OpenAI**: Use Azure OpenAI to generate embeddings. Also, choose the model to use:
+ - **Azure OpenAI**: Use Azure OpenAI to generate embeddings with one of the following models:
- **text-embedding-3-small**, with 1536 dimensions.
- **text-embedding-3-large**, with 3072 dimensions.
@@ -342,7 +342,15 @@ To create an automatic workflow:
[Learn more](https://learn.microsoft.com/azure/ai-services/openai/concepts/models#embeddings).
- - **TogetherAI**: Use TogetherAI to generate embeddings. Also, choose the model to use:
+ - **Amazon Bedrock**: Use Amazon Bedrock to generate embeddings with one of the following models:
+
+ - **Titan Text Embeddings V2**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html).
+ - **Titan Embeddings G1 - Text**, with 1536 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-embedding-models.html).
+ - **Titan Multimodal Embeddings G1**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/titan-multiemb-models.html).
+ - **Cohere Embed English**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html).
+ - **Cohere Embed Multilingual**, with 1024 dimensions. [Learn more](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-embed.html).
+
+ - **TogetherAI**: Use TogetherAI to generate embeddings with one of the following models:
- **M2-BERT-80M-2K-Retrieval**, with 768 dimensions.
- **M2-BERT-80M-8K-Retrieval**, with 768 dimensions.