diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 9bec83f6b08..dc979cbd651 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -26312,10 +26312,14 @@
     "gemini-3-pro-image-preview": {
         "input_cost_per_image": 0.0011,
         "cache_read_input_token_cost": 2e-07,
+        "cache_read_input_token_cost_priority": 3.6e-07,
         "cache_read_input_token_cost_above_200k_tokens": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens_priority": 7.2e-07,
         "cache_read_input_token_cost_batches": 1e-07,
         "input_cost_per_token": 2e-06,
+        "input_cost_per_token_priority": 3.6e-06,
         "input_cost_per_token_above_200k_tokens": 4e-06,
+        "input_cost_per_token_above_200k_tokens_priority": 7.2e-06,
         "input_cost_per_token_batches": 1e-06,
         "litellm_provider": "vertex_ai-language-models",
         "max_input_tokens": 65536,
@@ -26325,7 +26329,9 @@
         "output_cost_per_image": 0.134,
         "output_cost_per_image_token": 0.00012,
         "output_cost_per_token": 1.2e-05,
+        "output_cost_per_token_priority": 2.16e-05,
         "output_cost_per_token_above_200k_tokens": 1.8e-05,
+        "output_cost_per_token_above_200k_tokens_priority": 3.24e-05,
         "output_cost_per_token_batches": 6e-06,
         "source": "https://ai.google.dev/gemini-api/docs/pricing",
         "supported_endpoints": [
@@ -27848,6 +27854,7 @@
     "gemini-embedding-001": {
         "deprecation_date": "2028-05-20",
         "input_cost_per_token": 1.5e-07,
+        "input_cost_per_token_batches": 1.2e-07,
         "litellm_provider": "vertex_ai-embedding-models",
         "max_input_tokens": 2048,
         "max_tokens": 2048,
@@ -49492,10 +49499,14 @@
     "vertex_ai/gemini-3-pro-image-preview": {
         "input_cost_per_image": 0.0011,
         "cache_read_input_token_cost": 2e-07,
+        "cache_read_input_token_cost_priority": 3.6e-07,
         "cache_read_input_token_cost_above_200k_tokens": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens_priority": 7.2e-07,
         "cache_read_input_token_cost_batches": 1e-07,
         "input_cost_per_token": 2e-06,
+        "input_cost_per_token_priority": 3.6e-06,
         "input_cost_per_token_above_200k_tokens": 4e-06,
+        "input_cost_per_token_above_200k_tokens_priority": 7.2e-06,
         "input_cost_per_token_batches": 1e-06,
         "litellm_provider": "vertex_ai-language-models",
         "max_input_tokens": 65536,
@@ -49505,7 +49516,9 @@
         "output_cost_per_image": 0.134,
         "output_cost_per_image_token": 0.00012,
         "output_cost_per_token": 1.2e-05,
+        "output_cost_per_token_priority": 2.16e-05,
         "output_cost_per_token_above_200k_tokens": 1.8e-05,
+        "output_cost_per_token_above_200k_tokens_priority": 3.24e-05,
         "output_cost_per_token_batches": 6e-06,
         "supports_reasoning": false,
         "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image"
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 9bec83f6b08..dc979cbd651 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -26312,10 +26312,14 @@
     "gemini-3-pro-image-preview": {
         "input_cost_per_image": 0.0011,
         "cache_read_input_token_cost": 2e-07,
+        "cache_read_input_token_cost_priority": 3.6e-07,
         "cache_read_input_token_cost_above_200k_tokens": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens_priority": 7.2e-07,
         "cache_read_input_token_cost_batches": 1e-07,
         "input_cost_per_token": 2e-06,
+        "input_cost_per_token_priority": 3.6e-06,
         "input_cost_per_token_above_200k_tokens": 4e-06,
+        "input_cost_per_token_above_200k_tokens_priority": 7.2e-06,
         "input_cost_per_token_batches": 1e-06,
         "litellm_provider": "vertex_ai-language-models",
         "max_input_tokens": 65536,
@@ -26325,7 +26329,9 @@
         "output_cost_per_image": 0.134,
         "output_cost_per_image_token": 0.00012,
         "output_cost_per_token": 1.2e-05,
+        "output_cost_per_token_priority": 2.16e-05,
         "output_cost_per_token_above_200k_tokens": 1.8e-05,
+        "output_cost_per_token_above_200k_tokens_priority": 3.24e-05,
         "output_cost_per_token_batches": 6e-06,
         "source": "https://ai.google.dev/gemini-api/docs/pricing",
         "supported_endpoints": [
@@ -27848,6 +27854,7 @@
     "gemini-embedding-001": {
         "deprecation_date": "2028-05-20",
         "input_cost_per_token": 1.5e-07,
+        "input_cost_per_token_batches": 1.2e-07,
         "litellm_provider": "vertex_ai-embedding-models",
         "max_input_tokens": 2048,
         "max_tokens": 2048,
@@ -49492,10 +49499,14 @@
     "vertex_ai/gemini-3-pro-image-preview": {
         "input_cost_per_image": 0.0011,
         "cache_read_input_token_cost": 2e-07,
+        "cache_read_input_token_cost_priority": 3.6e-07,
         "cache_read_input_token_cost_above_200k_tokens": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens_priority": 7.2e-07,
         "cache_read_input_token_cost_batches": 1e-07,
         "input_cost_per_token": 2e-06,
+        "input_cost_per_token_priority": 3.6e-06,
         "input_cost_per_token_above_200k_tokens": 4e-06,
+        "input_cost_per_token_above_200k_tokens_priority": 7.2e-06,
         "input_cost_per_token_batches": 1e-06,
         "litellm_provider": "vertex_ai-language-models",
         "max_input_tokens": 65536,
@@ -49505,7 +49516,9 @@
         "output_cost_per_image": 0.134,
         "output_cost_per_image_token": 0.00012,
         "output_cost_per_token": 1.2e-05,
+        "output_cost_per_token_priority": 2.16e-05,
         "output_cost_per_token_above_200k_tokens": 1.8e-05,
+        "output_cost_per_token_above_200k_tokens_priority": 3.24e-05,
         "output_cost_per_token_batches": 6e-06,
         "supports_reasoning": false,
         "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image"