fix models before cohere section

Author: msakande

articles/ai-foundry/concepts/models-featured.md

@@ -30,11 +30,10 @@ When it comes to performing inferencing with the models, some of these models ar
 
 The Jamba family models are AI21's production-grade Mamba-based large language model (LLM) which uses AI21's hybrid Mamba-Transformer architecture. It's an instruction-tuned version of AI21's hybrid structured state space model (SSM) transformer Jamba model. The Jamba family models are built for reliable commercial use with respect to quality and performance.
 
-| Model  | Type | Description | 
+| Model  | Type | Capabilities | 
 | ------ | ---- | --- | 
-| [AI21-Jamba-1.5-Mini](https://ai.azure.com/explore/models/AI21-Jamba-1.5-Mini/version/1/registry/azureml-ai21) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | short description | 
-| [AI21-Jamba-1.5-Large](https://ai.azure.com/explore/models/AI21-Jamba-1.5-Large/version/1/registry/azureml-ai21) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | short description |
-
+| [AI21-Jamba-1.5-Mini](https://ai.azure.com/explore/models/AI21-Jamba-1.5-Mini/version/1/registry/azureml-ai21) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (262,144 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** `en`, `fr`, `es`, `pt`, `de`, `ar`, and `he` <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs | | 
+| [AI21-Jamba-1.5-Large](https://ai.azure.com/explore/models/AI21-Jamba-1.5-Large/version/1/registry/azureml-ai21) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (262,144 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** `en`, `fr`, `es`, `pt`, `de`, `ar`, and `he` <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs |
 
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=ai21).
@@ -47,17 +46,18 @@ Azure OpenAI Service offers a diverse set of models with different capabilities
 - Models that can understand and generate natural language and code
 - Models that can transcribe and translate speech to text
 
-| Model  | Type | Description | 
+| Model  | Type | Capabilities | 
 | ------ | ---- | --- | 
-| [o3-mini](https://ai.azure.com/explore/models/o3-mini/version/2025-01-31/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | short description |
-| [o1](https://ai.azure.com/explore/models/o1/version/2024-12-17/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |  short description|
-| [o1-preview](https://ai.azure.com/explore/models/o1-preview/version/1/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | short description |
-| [o1-mini](https://ai.azure.com/explore/models/o1-mini/version/1/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |  short description |
-| [gpt-4o-realtime-preview](https://ai.azure.com/explore/models/gpt-4o-realtime-preview/version/2024-10-01/registry/azure-openai) | real-time |  short description |
-| [gpt-4o](https://ai.azure.com/explore/models/gpt-4o/version/2024-11-20/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |  short description |
-| [gpt-4o-mini](https://ai.azure.com/explore/models/gpt-4o-mini/version/2024-07-18/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |  short description |
-| [text-embedding-3-large](https://ai.azure.com/explore/models/text-embedding-3-large/version/1/registry/azure-openai) | [embeddings](../model-inference/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context) |  short description |
-| [text-embedding-3-small](https://ai.azure.com/explore/models/text-embedding-3-small/version/1/registry/azure-openai) | [embeddings](../model-inference/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context) |  short description |
+| [o3-mini](https://ai.azure.com/explore/models/o3-mini/version/2025-01-31/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |  - **Input:** text and image (200,000 tokens) <br /> - **Output:** text (100,000 tokens) <br /> - **Languages:** `en`, `it`, `af`, `es`, `de`, `fr`, `id`, `ru`, `pl`, `uk`, `el`, `lv`, `zh`, `ar`, `tr`, `ja`, `sw`, `cy`, `ko`, `is`, `bn`, `ur`, `ne`, `th`, `pa`, `mr`, and `te`. <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs  |
+| [o1](https://ai.azure.com/explore/models/o1/version/2024-12-17/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text and image (200,000 tokens) <br /> - **Output:** text (100,000 tokens) <br /> - **Languages:** `en`, `it`, `af`, `es`, `de`, `fr`, `id`, `ru`, `pl`, `uk`, `el`, `lv`, `zh`, `ar`, `tr`, `ja`, `sw`, `cy`, `ko`, `is`, `bn`, `ur`, `ne`, `th`, `pa`, `mr`, and `te`. <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs|
+| [o1-preview](https://ai.azure.com/explore/models/o1-preview/version/1/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (128,000 tokens) <br /> - **Output:**  (32,768 tokens) <br /> - **Languages:** `en`, `it`, `af`, `es`, `de`, `fr`, `id`, `ru`, `pl`, `uk`, `el`, `lv`, `zh`, `ar`, `tr`, `ja`, `sw`, `cy`, `ko`, `is`, `bn`, `ur`, `ne`, `th`, `pa`, `mr`, and `te`. <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs |
+| [o1-mini](https://ai.azure.com/explore/models/o1-mini/version/1/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |   - **Input:** text (128,000 tokens) <br /> - **Output:**  (65,536 tokens) <br /> - **Languages:** `en`, `it`, `af`, `es`, `de`, `fr`, `id`, `ru`, `pl`, `uk`, `el`, `lv`, `zh`, `ar`, `tr`, `ja`, `sw`, `cy`, `ko`, `is`, `bn`, `ur`, `ne`, `th`, `pa`, `mr`, and `te`. <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [gpt-4o-realtime-preview](https://ai.azure.com/explore/models/gpt-4o-realtime-preview/version/2024-10-01/registry/azure-openai) | real-time |   - **Input:** control, text, and audio (131,072 tokens) <br /> - **Output:** text and audio (16,384 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON  |
+| [gpt-4o](https://ai.azure.com/explore/models/gpt-4o/version/2024-11-20/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |   - **Input:** text and image (131,072 tokens) <br /> - **Output:** text (16,384 tokens) <br /> - **Languages:** `en`, `it`, `af`, `es`, `de`, `fr`, `id`, `ru`, `pl`, `uk`, `el`, `lv`, `zh`, `ar`, `tr`, `ja`, `sw`, `cy`, `ko`, `is`, `bn`, `ur`, `ne`, `th`, `pa`, `mr`, and `te`. <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs  |
+| [gpt-4o-mini](https://ai.azure.com/explore/models/gpt-4o-mini/version/2024-07-18/registry/azure-openai) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) |  - **Input:** text, image, and audio (131,072 tokens) <br /> - **Output:**  (16,384 tokens) <br /> - **Languages:** `en`, `it`, `af`, `es`, `de`, `fr`, `id`, `ru`, `pl`, `uk`, `el`, `lv`, `zh`, `ar`, `tr`, `ja`, `sw`, `cy`, `ko`, `is`, `bn`, `ur`, `ne`, `th`, `pa`, `mr`, and `te`. <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON, structured outputs |
+| [text-embedding-3-large](https://ai.azure.com/explore/models/text-embedding-3-large/version/1/registry/azure-openai) | [embeddings](../model-inference/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context) |  - **Input:** text (8,191 tokens) <br /> - **Output:** Vector (3,072 dim.) <br /> - **Languages:** `en` |
+| [text-embedding-3-small](https://ai.azure.com/explore/models/text-embedding-3-small/version/1/registry/azure-openai) | [embeddings](../model-inference/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context) |   - **Input:** text (8,191 tokens) <br /> - **Output:** Vector (1,536 dim.) <br /> - **Languages:** `en` |
+
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=aoai).