diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index e6c6cab0631..7172083c87d 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -4989,7 +4989,7 @@
         "cache_read_input_token_cost": 4e-06,
         "deprecation_date": "2027-03-02",
         "input_cost_per_audio_token": 3.2e-05,
-        "input_cost_per_image": 5e-06,
+        "input_cost_per_image_token": 5e-06,
         "input_cost_per_token": 4e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 32000,
@@ -5022,7 +5022,7 @@
         "cache_read_input_token_cost": 4e-06,
         "deprecation_date": "2027-08-24",
         "input_cost_per_audio_token": 3.2e-05,
-        "input_cost_per_image": 5e-06,
+        "input_cost_per_image_token": 5e-06,
         "input_cost_per_token": 4e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 32000,
@@ -5054,7 +5054,7 @@
         "cache_creation_input_audio_token_cost": 3e-07,
         "cache_read_input_token_cost": 6e-08,
         "input_cost_per_audio_token": 1e-05,
-        "input_cost_per_image": 8e-07,
+        "input_cost_per_image_token": 8e-07,
         "input_cost_per_token": 6e-07,
         "litellm_provider": "azure",
         "max_input_tokens": 32000,
@@ -26485,12 +26485,12 @@
         "input_cost_per_image": 5e-06,
         "input_cost_per_token": 4e-06,
         "litellm_provider": "openai",
-        "max_input_tokens": 32000,
-        "max_output_tokens": 4096,
-        "max_tokens": 4096,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 32000,
+        "max_tokens": 32000,
         "mode": "realtime",
         "output_cost_per_audio_token": 6.4e-05,
-        "output_cost_per_token": 1.6e-05,
+        "output_cost_per_token": 2.4e-05,
         "supported_endpoints": [
             "/v1/realtime"
         ],
@@ -48352,5 +48352,101 @@
                 }
             }
         ]
+    },
+    "azure/gpt-realtime-2": {
+        "cache_creation_input_audio_token_cost": 4e-07,
+        "cache_read_input_token_cost": 4e-07,
+        "input_cost_per_audio_token": 3.2e-05,
+        "input_cost_per_image_token": 5e-06,
+        "input_cost_per_token": 4e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "realtime",
+        "output_cost_per_audio_token": 6.4e-05,
+        "output_cost_per_token": 2.4e-05,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
+    "azure/gpt-realtime-2.1": {
+        "cache_creation_input_audio_token_cost": 4e-07,
+        "cache_read_input_token_cost": 4e-07,
+        "input_cost_per_audio_token": 3.2e-05,
+        "input_cost_per_image_token": 5e-06,
+        "input_cost_per_token": 4e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "realtime",
+        "output_cost_per_audio_token": 6.4e-05,
+        "output_cost_per_token": 2.4e-05,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
+    "azure/gpt-realtime-2.1-mini": {
+        "cache_creation_input_audio_token_cost": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "input_cost_per_audio_token": 1e-05,
+        "input_cost_per_image_token": 8e-07,
+        "input_cost_per_token": 6e-07,
+        "litellm_provider": "azure",
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "realtime",
+        "output_cost_per_audio_token": 2e-05,
+        "output_cost_per_token": 2.4e-06,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
     }
 }
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index e6c6cab0631..7172083c87d 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -4989,7 +4989,7 @@
         "cache_read_input_token_cost": 4e-06,
         "deprecation_date": "2027-03-02",
         "input_cost_per_audio_token": 3.2e-05,
-        "input_cost_per_image": 5e-06,
+        "input_cost_per_image_token": 5e-06,
         "input_cost_per_token": 4e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 32000,
@@ -5022,7 +5022,7 @@
         "cache_read_input_token_cost": 4e-06,
         "deprecation_date": "2027-08-24",
         "input_cost_per_audio_token": 3.2e-05,
-        "input_cost_per_image": 5e-06,
+        "input_cost_per_image_token": 5e-06,
         "input_cost_per_token": 4e-06,
         "litellm_provider": "azure",
         "max_input_tokens": 32000,
@@ -5054,7 +5054,7 @@
         "cache_creation_input_audio_token_cost": 3e-07,
         "cache_read_input_token_cost": 6e-08,
         "input_cost_per_audio_token": 1e-05,
-        "input_cost_per_image": 8e-07,
+        "input_cost_per_image_token": 8e-07,
         "input_cost_per_token": 6e-07,
         "litellm_provider": "azure",
         "max_input_tokens": 32000,
@@ -26485,12 +26485,12 @@
         "input_cost_per_image": 5e-06,
         "input_cost_per_token": 4e-06,
         "litellm_provider": "openai",
-        "max_input_tokens": 32000,
-        "max_output_tokens": 4096,
-        "max_tokens": 4096,
+        "max_input_tokens": 128000,
+        "max_output_tokens": 32000,
+        "max_tokens": 32000,
         "mode": "realtime",
         "output_cost_per_audio_token": 6.4e-05,
-        "output_cost_per_token": 1.6e-05,
+        "output_cost_per_token": 2.4e-05,
         "supported_endpoints": [
             "/v1/realtime"
         ],
@@ -48352,5 +48352,101 @@
                 }
             }
         ]
+    },
+    "azure/gpt-realtime-2": {
+        "cache_creation_input_audio_token_cost": 4e-07,
+        "cache_read_input_token_cost": 4e-07,
+        "input_cost_per_audio_token": 3.2e-05,
+        "input_cost_per_image_token": 5e-06,
+        "input_cost_per_token": 4e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "realtime",
+        "output_cost_per_audio_token": 6.4e-05,
+        "output_cost_per_token": 2.4e-05,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
+    "azure/gpt-realtime-2.1": {
+        "cache_creation_input_audio_token_cost": 4e-07,
+        "cache_read_input_token_cost": 4e-07,
+        "input_cost_per_audio_token": 3.2e-05,
+        "input_cost_per_image_token": 5e-06,
+        "input_cost_per_token": 4e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "realtime",
+        "output_cost_per_audio_token": 6.4e-05,
+        "output_cost_per_token": 2.4e-05,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
+    "azure/gpt-realtime-2.1-mini": {
+        "cache_creation_input_audio_token_cost": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "input_cost_per_audio_token": 1e-05,
+        "input_cost_per_image_token": 8e-07,
+        "input_cost_per_token": 6e-07,
+        "litellm_provider": "azure",
+        "max_input_tokens": 32000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "realtime",
+        "output_cost_per_audio_token": 2e-05,
+        "output_cost_per_token": 2.4e-06,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
     }
 }