fix

Author: msakande

articles/ai-foundry/foundry-models/includes/models-azure-direct-others.md

@@ -14,15 +14,15 @@ author: msakande
 
 ## Black Forest Labs models sold directly by Azure
 
-The Black Forest Labs collection of image generation models includes FLUX.1 Kontext [pro] for in-context generation and editing and FLUX1.1 [pro] for text-to-image generation.  
+The Black Forest Labs (BFL) collection of image generation models includes FLUX.1 Kontext [pro] for in-context generation and editing and FLUX1.1 [pro] for text-to-image generation.  
 
-You can run these models via our service provider API and through the [images/generations and images/edits endpoints](../../openai/reference-preview.md). 
+You can run these models via the BFL service provider API and through the [images/generations and images/edits endpoints](../../openai/reference-preview.md). 
 
 
 | Model  | Type & API endpoint| Capabilities | Deployment type (region availability) | Project type | 
 | ------ | ------------------ | ------------ | ------------------------------------- | ------------ |
-| [FLUX.1-Kontext-pro](https://ai.azure.com/explore/models/FLUX.1-Kontext-pro/version/1/registry/azureml-blackforestlabs/?cid=learnDocs) | **Image generation** <br> - [Image API](../../openai/reference-preview.md): `https://<resource-name>/openai/deployments/{deployment-id}/images/generations` <br> and <br> `https://<resource-name>/openai/deployments/{deployment-id}/images/edits` <br> <br> - [Provider API](https://docs.bfl.ai/kontext/kontext_text_to_image): ` <resource-name>/providers/blackforestlabs/v1/flux-kontext-pro?api-version=preview `  | - **Input:** text and image (5,000 tokens and 1 image)  <br /> - **Output:** One Image  <br />  - **Tool calling:** No <br /> - **Response formats**: Image (PNG and JPG) <br /> - **Key features:** Character consistency, advanced editing <br /> - **Additional parameters:** *(In provider-specific API only)* `seed`, `aspect ratio`, `input_image`, `prompt_unsampling`, `safety_tolerance`, `output_format`, `webhook_url`, `webhook_secret`  |- Global standard (all regions) | Foundry, Hub-based |
-| [FLUX-1.1-pro](https://ai.azure.com/explore/models/FLUX-1.1-pro/version/1/registry/azureml-blackforestlabs/?cid=learnDocs) | **Image generation** <br> - [Image API](../../openai/reference-preview.md): `https://<resource-name>/openai/deployments/{deployment-id}/images/generations` <br> <br> - [Provider API](https://docs.bfl.ai/flux_models/flux_1_1_pro): ` <resource-name>/providers/blackforestlabs/v1/flux-pro-1.1?api-version=preview ` | - **Input:** text (5,000 tokens and 1 image)  <br /> - **Output:** One Image  <br />  - **Tool calling:** No <br /> - **Response formats:** Image (PNG and JPG) <br /> - **Key features:** Fast inference speed, strong prompt adherence, competitive pricing, scalable generation <br /> - **Additional parameters:** *(In provider-specific API only)* `width`, `height`, `prompt_unsampling`, `seed`, `safety_tolerance`, `output_format`, `webhook_url`, `webhook_secret` | - Global standard (all regions) | Hub-based |
+| [FLUX.1-Kontext-pro](https://ai.azure.com/explore/models/FLUX.1-Kontext-pro/version/1/registry/azureml-blackforestlabs/?cid=learnDocs) | **Image generation** <br> - [Image API](../../openai/reference-preview.md): `https://<resource-name>/openai/deployments/{deployment-id}/images/generations` <br> and <br> `https://<resource-name>/openai/deployments/{deployment-id}/images/edits` <br> <br> - [BFL service provider API](https://docs.bfl.ai/kontext/kontext_text_to_image): ` <resource-name>/providers/blackforestlabs/v1/flux-kontext-pro?api-version=preview `  | - **Input:** text and image (5,000 tokens and 1 image)  <br /> - **Output:** One Image  <br />  - **Tool calling:** No <br /> - **Response formats**: Image (PNG and JPG) <br /> - **Key features:** Character consistency, advanced editing <br /> - **Additional parameters:** *(In provider-specific API only)* `seed`, `aspect ratio`, `input_image`, `prompt_unsampling`, `safety_tolerance`, `output_format`, `webhook_url`, `webhook_secret`  |- Global standard (all regions) | Foundry, Hub-based |
+| [FLUX-1.1-pro](https://ai.azure.com/explore/models/FLUX-1.1-pro/version/1/registry/azureml-blackforestlabs/?cid=learnDocs) | **Image generation** <br> - [Image API](../../openai/reference-preview.md): `https://<resource-name>/openai/deployments/{deployment-id}/images/generations` <br> <br> - [BFL service provider API](https://docs.bfl.ai/flux_models/flux_1_1_pro): ` <resource-name>/providers/blackforestlabs/v1/flux-pro-1.1?api-version=preview ` | - **Input:** text (5,000 tokens and 1 image)  <br /> - **Output:** One Image  <br />  - **Tool calling:** No <br /> - **Response formats:** Image (PNG and JPG) <br /> - **Key features:** Fast inference speed, strong prompt adherence, competitive pricing, scalable generation <br /> - **Additional parameters:** *(In provider-specific API only)* `width`, `height`, `prompt_unsampling`, `seed`, `safety_tolerance`, `output_format`, `webhook_url`, `webhook_secret` | - Global standard (all regions) | Hub-based |
 
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=black+forest+labs/?cid=learnDocs).