diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 94def7e1c68..02e658ca779 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -11961,6 +11961,7 @@
         "supports_vision": true
     },
     "azure_ai/Meta-Llama-3-70B-Instruct": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_token": 1.1e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 8192,
@@ -11968,9 +11969,11 @@
         "max_tokens": 2048,
         "mode": "chat",
         "output_cost_per_token": 3.7e-07,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true
     },
     "azure_ai/Meta-Llama-3.1-70B-Instruct": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_token": 2.68e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -11978,10 +11981,11 @@
         "max_tokens": 2048,
         "mode": "chat",
         "output_cost_per_token": 3.54e-06,
-        "source": "https://marketplace.microsoft.com/en-us/marketplace/apps/metagenai.meta-llama-3-1-70b-instruct-offer?tab=PlansAndPrice",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true
     },
     "azure_ai/Phi-3-medium-128k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.7e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -11989,11 +11993,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6.8e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-medium-4k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.7e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 4096,
@@ -12001,11 +12006,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6.8e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-mini-128k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12013,11 +12019,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-mini-4k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 4096,
@@ -12025,11 +12032,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-small-128k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12037,11 +12045,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-small-8k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 8192,
@@ -12049,11 +12058,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3.5-MoE-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.6e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12061,11 +12071,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6.4e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3.5-mini-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12073,11 +12084,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3.5-vision-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12085,7 +12097,7 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": true
     },
@@ -12220,6 +12232,7 @@
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-document-intelligence/"
     },
     "azure_ai/MAI-DS-R1": {
+        "deprecation_date": "2026-02-27",
         "input_cost_per_token": 1.35e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12227,11 +12240,12 @@
         "max_tokens": 8192,
         "mode": "chat",
         "output_cost_per_token": 5.4e-06,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_reasoning": true,
         "supports_tool_choice": true
     },
     "azure_ai/cohere-rerank-v3-english": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
         "litellm_provider": "azure_ai",
@@ -12239,9 +12253,11 @@
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "rerank",
-        "output_cost_per_token": 0.0
+        "output_cost_per_token": 0.0,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models"
     },
     "azure_ai/cohere-rerank-v3-multilingual": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
         "litellm_provider": "azure_ai",
@@ -12249,7 +12265,8 @@
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "rerank",
-        "output_cost_per_token": 0.0
+        "output_cost_per_token": 0.0,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models"
     },
     "azure_ai/cohere-rerank-v4.0-pro": {
         "input_cost_per_query": 0.0025,
@@ -12304,6 +12321,7 @@
         "supports_tool_choice": true
     },
     "azure_ai/deepseek-v3": {
+        "deprecation_date": "2025-08-31",
         "input_cost_per_token": 1.14e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12311,7 +12329,7 @@
         "max_tokens": 8192,
         "mode": "chat",
         "output_cost_per_token": 4.56e-06,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true
     },
     "azure_ai/deepseek-v4-pro": {
@@ -12518,6 +12536,7 @@
         "supports_web_search": true
     },
     "azure_ai/jais-30b-chat": {
+        "deprecation_date": "2026-01-30",
         "input_cost_per_token": 0.0032,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 8192,
@@ -12525,7 +12544,7 @@
         "max_tokens": 8192,
         "mode": "chat",
         "output_cost_per_token": 0.00971,
-        "source": "https://ai.azure.com/catalog/models/jais-30b-chat"
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models"
     },
     "azure_ai/jamba-instruct": {
         "input_cost_per_token": 5e-07,
@@ -12591,6 +12610,7 @@
         "supports_tool_choice": true
     },
     "azure_ai/mistral-large": {
+        "deprecation_date": "2025-04-15",
         "input_cost_per_token": 4e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 32000,
@@ -12598,10 +12618,12 @@
         "max_tokens": 8191,
         "mode": "chat",
         "output_cost_per_token": 1.2e-05,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
     "azure_ai/mistral-large-2407": {
+        "deprecation_date": "2025-05-13",
         "input_cost_per_token": 2e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12609,7 +12631,7 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6e-06,
-        "source": "https://marketplace.microsoft.com/en/marketplace/apps/000-000.mistral-ai-large-2407-offer?tab=Overview",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
@@ -12651,6 +12673,7 @@
         "supports_tool_choice": true
     },
     "azure_ai/mistral-nemo": {
+        "deprecation_date": "2026-01-30",
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 131072,
@@ -12658,10 +12681,11 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 1.5e-07,
-        "source": "https://marketplace.microsoft.com/en/marketplace/apps/000-000.mistral-nemo-12b-2407?tab=PlansAndPrice",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true
     },
     "azure_ai/mistral-small": {
+        "deprecation_date": "2025-07-31",
         "input_cost_per_token": 1e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 32000,
@@ -12669,6 +12693,7 @@
         "max_tokens": 8191,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 94def7e1c68..02e658ca779 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -11961,6 +11961,7 @@
         "supports_vision": true
     },
     "azure_ai/Meta-Llama-3-70B-Instruct": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_token": 1.1e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 8192,
@@ -11968,9 +11969,11 @@
         "max_tokens": 2048,
         "mode": "chat",
         "output_cost_per_token": 3.7e-07,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true
     },
     "azure_ai/Meta-Llama-3.1-70B-Instruct": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_token": 2.68e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -11978,10 +11981,11 @@
         "max_tokens": 2048,
         "mode": "chat",
         "output_cost_per_token": 3.54e-06,
-        "source": "https://marketplace.microsoft.com/en-us/marketplace/apps/metagenai.meta-llama-3-1-70b-instruct-offer?tab=PlansAndPrice",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true
     },
     "azure_ai/Phi-3-medium-128k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.7e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -11989,11 +11993,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6.8e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-medium-4k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.7e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 4096,
@@ -12001,11 +12006,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6.8e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-mini-128k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12013,11 +12019,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-mini-4k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 4096,
@@ -12025,11 +12032,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-small-128k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12037,11 +12045,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3-small-8k-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 8192,
@@ -12049,11 +12058,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3.5-MoE-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.6e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12061,11 +12071,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6.4e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3.5-mini-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12073,11 +12084,12 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": false
     },
     "azure_ai/Phi-3.5-vision-instruct": {
+        "deprecation_date": "2025-08-30",
         "input_cost_per_token": 1.3e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12085,7 +12097,7 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 5.2e-07,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true,
         "supports_vision": true
     },
@@ -12220,6 +12232,7 @@
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-document-intelligence/"
     },
     "azure_ai/MAI-DS-R1": {
+        "deprecation_date": "2026-02-27",
         "input_cost_per_token": 1.35e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12227,11 +12240,12 @@
         "max_tokens": 8192,
         "mode": "chat",
         "output_cost_per_token": 5.4e-06,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_reasoning": true,
         "supports_tool_choice": true
     },
     "azure_ai/cohere-rerank-v3-english": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
         "litellm_provider": "azure_ai",
@@ -12239,9 +12253,11 @@
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "rerank",
-        "output_cost_per_token": 0.0
+        "output_cost_per_token": 0.0,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models"
     },
     "azure_ai/cohere-rerank-v3-multilingual": {
+        "deprecation_date": "2025-06-30",
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
         "litellm_provider": "azure_ai",
@@ -12249,7 +12265,8 @@
         "max_output_tokens": 4096,
         "max_tokens": 4096,
         "mode": "rerank",
-        "output_cost_per_token": 0.0
+        "output_cost_per_token": 0.0,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models"
     },
     "azure_ai/cohere-rerank-v4.0-pro": {
         "input_cost_per_query": 0.0025,
@@ -12304,6 +12321,7 @@
         "supports_tool_choice": true
     },
     "azure_ai/deepseek-v3": {
+        "deprecation_date": "2025-08-31",
         "input_cost_per_token": 1.14e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12311,7 +12329,7 @@
         "max_tokens": 8192,
         "mode": "chat",
         "output_cost_per_token": 4.56e-06,
-        "source": "https://prices.azure.com/api/retail/prices?$filter=serviceName%20eq%20'Foundry%20Models'%20and%20armRegionName%20eq%20'eastus'%20and%20priceType%20eq%20'Consumption'",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_tool_choice": true
     },
     "azure_ai/deepseek-v4-pro": {
@@ -12518,6 +12536,7 @@
         "supports_web_search": true
     },
     "azure_ai/jais-30b-chat": {
+        "deprecation_date": "2026-01-30",
         "input_cost_per_token": 0.0032,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 8192,
@@ -12525,7 +12544,7 @@
         "max_tokens": 8192,
         "mode": "chat",
         "output_cost_per_token": 0.00971,
-        "source": "https://ai.azure.com/catalog/models/jais-30b-chat"
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models"
     },
     "azure_ai/jamba-instruct": {
         "input_cost_per_token": 5e-07,
@@ -12591,6 +12610,7 @@
         "supports_tool_choice": true
     },
     "azure_ai/mistral-large": {
+        "deprecation_date": "2025-04-15",
         "input_cost_per_token": 4e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 32000,
@@ -12598,10 +12618,12 @@
         "max_tokens": 8191,
         "mode": "chat",
         "output_cost_per_token": 1.2e-05,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
     "azure_ai/mistral-large-2407": {
+        "deprecation_date": "2025-05-13",
         "input_cost_per_token": 2e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 128000,
@@ -12609,7 +12631,7 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 6e-06,
-        "source": "https://marketplace.microsoft.com/en/marketplace/apps/000-000.mistral-ai-large-2407-offer?tab=Overview",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
@@ -12651,6 +12673,7 @@
         "supports_tool_choice": true
     },
     "azure_ai/mistral-nemo": {
+        "deprecation_date": "2026-01-30",
         "input_cost_per_token": 1.5e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 131072,
@@ -12658,10 +12681,11 @@
         "max_tokens": 4096,
         "mode": "chat",
         "output_cost_per_token": 1.5e-07,
-        "source": "https://marketplace.microsoft.com/en/marketplace/apps/000-000.mistral-nemo-12b-2407?tab=PlansAndPrice",
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true
     },
     "azure_ai/mistral-small": {
+        "deprecation_date": "2025-07-31",
         "input_cost_per_token": 1e-06,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 32000,
@@ -12669,6 +12693,7 @@
         "max_tokens": 8191,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models",
         "supports_function_calling": true,
         "supports_tool_choice": true
     },