diff --git a/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py b/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py index 2863c9c15cb..887f167c262 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py +++ b/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py @@ -24,6 +24,11 @@ from litellm.types.utils import ( ) +def _output_item_type(output_item: object) -> str | None: + item_type: Final = output_item.get("type") if isinstance(output_item, dict) else getattr(output_item, "type", None) + return item_type if isinstance(item_type, str) else None + + def _usage_reports_server_side_web_search_calls(usage: Usage) -> bool: details: Final = getattr(usage, "server_side_tool_usage_details", None) if not isinstance(details, Mapping): @@ -126,10 +131,28 @@ class StandardBuiltInToolCostTracking: if result is not None: return result - return StandardBuiltInToolCostTracking.get_cost_for_web_search( + per_call_cost = StandardBuiltInToolCostTracking.get_cost_for_web_search( web_search_options=standard_built_in_tools_params.get("web_search_options", None), model_info=model_info, ) + return per_call_cost * StandardBuiltInToolCostTracking._count_web_search_calls(response_object) + + @staticmethod + def _count_web_search_calls(response_object: object) -> int: + """ + Number of web searches to bill for on the per-call pricing path. + + Providers that report a request count in usage (gemini, anthropic, xai, vertex) are handled by + get_cost_for_web_search_request and never reach here. This path prices per call, so it must count + the web_search_call items. Chat-completions responses only expose url_citation annotations with no + count, so they floor to a single billable search. + """ + if isinstance(response_object, ResponsesAPIResponse): + count = sum( + 1 for output_item in response_object.output if _output_item_type(output_item) == "web_search_call" + ) + return max(count, 1) + return 1 @staticmethod def _handle_file_search_cost( @@ -445,14 +468,7 @@ class StandardBuiltInToolCostTracking: Returns: True if the ResponsesAPIResponse includes one of the specified output types, False otherwise. """ - output: Final = response_object.output - for output_item in output: - _output_type: str | None = ( - output_item.get("type") if isinstance(output_item, dict) else getattr(output_item, "type", None) - ) - if _output_type == output_type: - return True - return False + return any(_output_item_type(output_item) == output_type for output_item in response_object.output) @staticmethod def _safe_get_model_info(model: str, custom_llm_provider: str | None = None) -> ModelInfo | None: diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 0eb9f6119ff..0d74900ceef 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -6071,6 +6071,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6102,6 +6107,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6380,6 +6390,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6416,6 +6431,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6457,6 +6477,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6503,6 +6528,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6549,6 +6579,11 @@ "output_cost_per_token_above_272k_tokens": 1.8e-05, "output_cost_per_token_priority": 2.4e-05, "output_cost_per_token_above_272k_tokens_priority": 3.6e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6595,6 +6630,11 @@ "output_cost_per_token_above_272k_tokens": 1.8e-06, "output_cost_per_token_priority": 2.4e-06, "output_cost_per_token_above_272k_tokens_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6637,6 +6677,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6680,6 +6725,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6723,6 +6773,11 @@ "output_cost_per_token": 1.32e-05, "output_cost_per_token_above_272k_tokens": 1.98e-05, "output_cost_per_token_priority": 3.3e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6766,6 +6821,11 @@ "output_cost_per_token": 1.32e-06, "output_cost_per_token_above_272k_tokens": 1.98e-06, "output_cost_per_token_priority": 3.3e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6808,6 +6868,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6851,6 +6916,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6894,6 +6964,11 @@ "output_cost_per_token": 1.32e-05, "output_cost_per_token_above_272k_tokens": 1.98e-05, "output_cost_per_token_priority": 3.3e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6937,6 +7012,11 @@ "output_cost_per_token": 1.32e-06, "output_cost_per_token_above_272k_tokens": 1.98e-06, "output_cost_per_token_priority": 3.3e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6982,6 +7062,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7024,6 +7109,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7066,6 +7156,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7111,6 +7206,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7150,6 +7250,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7189,6 +7294,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7225,6 +7335,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -7264,6 +7379,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -7296,6 +7416,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 4.5e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7332,6 +7457,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 4.5e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7367,6 +7497,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1.25e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7403,6 +7538,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1.25e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7872,6 +8012,11 @@ "max_tokens": 100000, "mode": "responses", "output_cost_per_token": 4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23003,6 +23148,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_batches": 4e-06, "output_cost_per_token_priority": 1.4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23040,6 +23190,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_priority": 1.4e-05, "output_cost_per_token_batches": 4e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23077,6 +23232,11 @@ "output_cost_per_token": 1.6e-06, "output_cost_per_token_batches": 8e-07, "output_cost_per_token_priority": 2.8e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23114,6 +23274,11 @@ "output_cost_per_token": 1.6e-06, "output_cost_per_token_priority": 2.8e-06, "output_cost_per_token_batches": 8e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23737,6 +23902,11 @@ "mode": "chat", "output_cost_per_token": 6e-07, "output_cost_per_token_batches": 3e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.03, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.0275 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, @@ -23871,6 +24041,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_batches": 5e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.05, + "search_context_size_low": 0.03, + "search_context_size_medium": 0.035 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, @@ -24297,6 +24472,11 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_flex": 5e-06, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24336,6 +24516,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24375,6 +24560,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24415,6 +24605,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24454,6 +24649,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24494,6 +24694,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24535,6 +24740,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24574,6 +24784,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24608,6 +24823,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -24642,6 +24862,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -24698,6 +24923,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24755,6 +24985,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24812,6 +25047,11 @@ "output_cost_per_token_priority": 2.4e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24869,6 +25109,11 @@ "output_cost_per_token_priority": 2.4e-06, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24918,6 +25163,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24967,6 +25217,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25012,6 +25267,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25057,6 +25317,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25198,6 +25463,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25242,6 +25512,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25287,6 +25562,11 @@ "output_cost_per_token_priority": 9e-06, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25333,6 +25613,11 @@ "output_cost_per_token_priority": 9e-06, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25376,6 +25661,11 @@ "output_cost_per_token_batches": 6.25e-07, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25419,6 +25709,11 @@ "output_cost_per_token_batches": 6.25e-07, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25456,6 +25751,11 @@ "mode": "responses", "output_cost_per_token": 0.00012, "output_cost_per_token_batches": 6e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -25493,6 +25793,11 @@ "mode": "responses", "output_cost_per_token": 0.00012, "output_cost_per_token_batches": 6e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -25535,6 +25840,11 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_flex": 5e-06, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25643,6 +25953,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25681,6 +25996,11 @@ "mode": "responses", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25716,6 +26036,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25754,6 +26079,11 @@ "mode": "responses", "output_cost_per_token": 2e-06, "output_cost_per_token_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25792,6 +26122,11 @@ "mode": "responses", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25829,6 +26164,11 @@ "mode": "responses", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25869,6 +26209,11 @@ "output_cost_per_token": 2e-06, "output_cost_per_token_flex": 1e-06, "output_cost_per_token_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25912,6 +26257,11 @@ "output_cost_per_token": 2e-06, "output_cost_per_token_flex": 1e-06, "output_cost_per_token_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25952,6 +26302,11 @@ "mode": "chat", "output_cost_per_token": 4e-07, "output_cost_per_token_flex": 2e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25993,6 +26348,11 @@ "mode": "chat", "output_cost_per_token": 4e-07, "output_cost_per_token_flex": 2e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30373,6 +30733,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_flex": 4e-06, "output_cost_per_token_priority": 1.4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/chat/completions", @@ -30412,6 +30777,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_flex": 4e-06, "output_cost_per_token_priority": 1.4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/chat/completions", @@ -30447,6 +30817,11 @@ "mode": "responses", "output_cost_per_token": 4e-05, "output_cost_per_token_batches": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30482,6 +30857,11 @@ "mode": "responses", "output_cost_per_token": 4e-05, "output_cost_per_token_batches": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30551,6 +30931,11 @@ "mode": "responses", "output_cost_per_token": 8e-05, "output_cost_per_token_batches": 4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -30583,6 +30968,11 @@ "mode": "responses", "output_cost_per_token": 8e-05, "output_cost_per_token_batches": 4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -30620,6 +31010,11 @@ "output_cost_per_token": 4.4e-06, "output_cost_per_token_flex": 2.2e-06, "output_cost_per_token_priority": 8e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": false, "supports_pdf_input": true, @@ -30646,6 +31041,11 @@ "output_cost_per_token": 4.4e-06, "output_cost_per_token_flex": 2.2e-06, "output_cost_per_token_priority": 8e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": false, "supports_pdf_input": true, @@ -30668,6 +31068,11 @@ "mode": "responses", "output_cost_per_token": 8e-06, "output_cost_per_token_batches": 4e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30703,6 +31108,11 @@ "mode": "responses", "output_cost_per_token": 8e-06, "output_cost_per_token_batches": 4e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -45618,6 +46028,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, @@ -45640,6 +46055,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 0eb9f6119ff..0d74900ceef 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -6071,6 +6071,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6102,6 +6107,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6380,6 +6390,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6416,6 +6431,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -6457,6 +6477,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6503,6 +6528,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6549,6 +6579,11 @@ "output_cost_per_token_above_272k_tokens": 1.8e-05, "output_cost_per_token_priority": 2.4e-05, "output_cost_per_token_above_272k_tokens_priority": 3.6e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6595,6 +6630,11 @@ "output_cost_per_token_above_272k_tokens": 1.8e-06, "output_cost_per_token_priority": 2.4e-06, "output_cost_per_token_above_272k_tokens_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6637,6 +6677,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6680,6 +6725,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6723,6 +6773,11 @@ "output_cost_per_token": 1.32e-05, "output_cost_per_token_above_272k_tokens": 1.98e-05, "output_cost_per_token_priority": 3.3e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6766,6 +6821,11 @@ "output_cost_per_token": 1.32e-06, "output_cost_per_token_above_272k_tokens": 1.98e-06, "output_cost_per_token_priority": 3.3e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6808,6 +6868,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6851,6 +6916,11 @@ "output_cost_per_token": 3.3e-05, "output_cost_per_token_above_272k_tokens": 4.95e-05, "output_cost_per_token_priority": 8.25e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6894,6 +6964,11 @@ "output_cost_per_token": 1.32e-05, "output_cost_per_token_above_272k_tokens": 1.98e-05, "output_cost_per_token_priority": 3.3e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6937,6 +7012,11 @@ "output_cost_per_token": 1.32e-06, "output_cost_per_token_above_272k_tokens": 1.98e-06, "output_cost_per_token_priority": 3.3e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -6982,6 +7062,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7024,6 +7109,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7066,6 +7156,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7111,6 +7206,11 @@ "output_cost_per_token_above_272k_tokens": 4.5e-05, "output_cost_per_token_priority": 6e-05, "output_cost_per_token_above_272k_tokens_priority": 9e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7150,6 +7250,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7189,6 +7294,11 @@ "max_output_tokens": 128000, "max_tokens": 128000, "mode": "chat", + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7225,6 +7335,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -7264,6 +7379,11 @@ "mode": "responses", "output_cost_per_token": 0.00018, "output_cost_per_token_above_272k_tokens": 0.00027, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -7296,6 +7416,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 4.5e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7332,6 +7457,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 4.5e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7367,6 +7497,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1.25e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7403,6 +7538,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1.25e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -7872,6 +8012,11 @@ "max_tokens": 100000, "mode": "responses", "output_cost_per_token": 4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23003,6 +23148,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_batches": 4e-06, "output_cost_per_token_priority": 1.4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23040,6 +23190,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_priority": 1.4e-05, "output_cost_per_token_batches": 4e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23077,6 +23232,11 @@ "output_cost_per_token": 1.6e-06, "output_cost_per_token_batches": 8e-07, "output_cost_per_token_priority": 2.8e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23114,6 +23274,11 @@ "output_cost_per_token": 1.6e-06, "output_cost_per_token_priority": 2.8e-06, "output_cost_per_token_batches": 8e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.025, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.025 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -23737,6 +23902,11 @@ "mode": "chat", "output_cost_per_token": 6e-07, "output_cost_per_token_batches": 3e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.03, + "search_context_size_low": 0.025, + "search_context_size_medium": 0.0275 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, @@ -23871,6 +24041,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_batches": 5e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.05, + "search_context_size_low": 0.03, + "search_context_size_medium": 0.035 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, @@ -24297,6 +24472,11 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_flex": 5e-06, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24336,6 +24516,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24375,6 +24560,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24415,6 +24605,11 @@ "mode": "chat", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24454,6 +24649,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24494,6 +24694,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24535,6 +24740,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24574,6 +24784,11 @@ "mode": "chat", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/responses" @@ -24608,6 +24823,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -24642,6 +24862,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 0.000168, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -24698,6 +24923,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24755,6 +24985,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24812,6 +25047,11 @@ "output_cost_per_token_priority": 2.4e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24869,6 +25109,11 @@ "output_cost_per_token_priority": 2.4e-06, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24918,6 +25163,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -24967,6 +25217,11 @@ "output_cost_per_token_priority": 6e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25012,6 +25267,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25057,6 +25317,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25198,6 +25463,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25242,6 +25512,11 @@ "output_cost_per_token_batches": 9e-05, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -25287,6 +25562,11 @@ "output_cost_per_token_priority": 9e-06, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25333,6 +25613,11 @@ "output_cost_per_token_priority": 9e-06, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25376,6 +25661,11 @@ "output_cost_per_token_batches": 6.25e-07, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25419,6 +25709,11 @@ "output_cost_per_token_batches": 6.25e-07, "regional_processing_uplift_multiplier_eu": 1.1, "regional_processing_uplift_multiplier_us": 1.1, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25456,6 +25751,11 @@ "mode": "responses", "output_cost_per_token": 0.00012, "output_cost_per_token_batches": 6e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -25493,6 +25793,11 @@ "mode": "responses", "output_cost_per_token": 0.00012, "output_cost_per_token_batches": 6e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/batch", "/v1/responses" @@ -25535,6 +25840,11 @@ "output_cost_per_token": 1e-05, "output_cost_per_token_flex": 5e-06, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25643,6 +25953,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25681,6 +25996,11 @@ "mode": "responses", "output_cost_per_token": 1e-05, "output_cost_per_token_priority": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25716,6 +26036,11 @@ "max_tokens": 128000, "mode": "responses", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25754,6 +26079,11 @@ "mode": "responses", "output_cost_per_token": 2e-06, "output_cost_per_token_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25792,6 +26122,11 @@ "mode": "responses", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25829,6 +26164,11 @@ "mode": "responses", "output_cost_per_token": 1.4e-05, "output_cost_per_token_priority": 2.8e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses" ], @@ -25869,6 +26209,11 @@ "output_cost_per_token": 2e-06, "output_cost_per_token_flex": 1e-06, "output_cost_per_token_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25912,6 +26257,11 @@ "output_cost_per_token": 2e-06, "output_cost_per_token_flex": 1e-06, "output_cost_per_token_priority": 3.6e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25952,6 +26302,11 @@ "mode": "chat", "output_cost_per_token": 4e-07, "output_cost_per_token_flex": 2e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -25993,6 +26348,11 @@ "mode": "chat", "output_cost_per_token": 4e-07, "output_cost_per_token_flex": 2e-07, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30373,6 +30733,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_flex": 4e-06, "output_cost_per_token_priority": 1.4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/chat/completions", @@ -30412,6 +30777,11 @@ "output_cost_per_token": 8e-06, "output_cost_per_token_flex": 4e-06, "output_cost_per_token_priority": 1.4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/chat/completions", @@ -30447,6 +30817,11 @@ "mode": "responses", "output_cost_per_token": 4e-05, "output_cost_per_token_batches": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30482,6 +30857,11 @@ "mode": "responses", "output_cost_per_token": 4e-05, "output_cost_per_token_batches": 2e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30551,6 +30931,11 @@ "mode": "responses", "output_cost_per_token": 8e-05, "output_cost_per_token_batches": 4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -30583,6 +30968,11 @@ "mode": "responses", "output_cost_per_token": 8e-05, "output_cost_per_token_batches": 4e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/responses", "/v1/batch" @@ -30620,6 +31010,11 @@ "output_cost_per_token": 4.4e-06, "output_cost_per_token_flex": 2.2e-06, "output_cost_per_token_priority": 8e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": false, "supports_pdf_input": true, @@ -30646,6 +31041,11 @@ "output_cost_per_token": 4.4e-06, "output_cost_per_token_flex": 2.2e-06, "output_cost_per_token_priority": 8e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": false, "supports_pdf_input": true, @@ -30668,6 +31068,11 @@ "mode": "responses", "output_cost_per_token": 8e-06, "output_cost_per_token_batches": 4e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -30703,6 +31108,11 @@ "mode": "responses", "output_cost_per_token": 8e-06, "output_cost_per_token_batches": 4e-06, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supported_endpoints": [ "/v1/chat/completions", "/v1/batch", @@ -45618,6 +46028,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, @@ -45640,6 +46055,11 @@ "max_tokens": 128000, "mode": "chat", "output_cost_per_token": 1e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, "supports_function_calling": true, "supports_parallel_function_calling": true, "supports_pdf_input": true, diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py index 7f735982129..0c945151a90 100644 --- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py +++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py @@ -602,6 +602,188 @@ def test_web_search_provider_prefix_fallback_does_not_misprice_non_gemini_model( ) +def _openai_responses_with_web_search_calls(model, num_calls): + from litellm.types.llms.openai import ResponsesAPIResponse + from openai.types.responses.response_function_web_search import ( + ActionSearch, + ResponseFunctionWebSearch, + ) + + output = [ + ResponseFunctionWebSearch( + id=f"ws_{i}", + type="web_search_call", + status="completed", + action=ActionSearch(type="search", query="latest news"), + ) + for i in range(num_calls) + ] + return ResponsesAPIResponse( + id="resp_1", + created_at=0, + model=model, + object="response", + output=output, + parallel_tool_calls=False, + tool_choice="auto", + tools=[], + ) + + +def test_openai_responses_web_search_priced_per_call(local_model_cost_map): + """ + Regression for LIT-5013 bug 1: OpenAI reasoning models (gpt-5 family, o-series, deep-research) + carry supports_web_search but had no search_context_cost_per_query, so get_cost_for_web_search_request + (no openai branch) returned None and the default fallback billed web search as $0. gpt-5-nano now + prices at $0.01 per call, and two web_search_call items in the Responses output must bill 2 x $0.01. + """ + from litellm.types.utils import Usage + + model = "gpt-5-nano" + per_call = litellm.get_model_info(model)["search_context_cost_per_query"][ + "search_context_size_medium" + ] + assert per_call == 0.01 + + response = _openai_responses_with_web_search_calls(model, num_calls=2) + cost = StandardBuiltInToolCostTracking.get_cost_for_built_in_tools( + model=model, + response_object=response, + usage=Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15), + custom_llm_provider="openai", + standard_built_in_tools_params=None, + ) + + assert cost == pytest.approx(2 * per_call), ( + f"gpt-5-nano web search must bill 2 x ${per_call}, got ${cost}" + ) + + +def test_openai_responses_web_search_multiplied_by_call_count(local_model_cost_map): + """ + Regression for LIT-5013 bug 2: web_search_call detection was binary, so a Responses output with + multiple web searches was charged once. gpt-4o-search-preview carries per-call pricing; N calls + must bill N times, and a single call must still bill exactly once. + """ + from litellm.types.utils import Usage + + model = "gpt-4o-search-preview" + per_call = litellm.get_model_info(model)["search_context_cost_per_query"][ + "search_context_size_medium" + ] + usage = Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15) + + for num_calls in (1, 3): + response = _openai_responses_with_web_search_calls(model, num_calls=num_calls) + cost = StandardBuiltInToolCostTracking.get_cost_for_built_in_tools( + model=model, + response_object=response, + usage=usage, + custom_llm_provider="openai", + standard_built_in_tools_params=None, + ) + assert cost == pytest.approx(num_calls * per_call), ( + f"{num_calls} web searches must bill {num_calls} x ${per_call}, got ${cost}" + ) + + +def test_web_search_call_count_reads_dict_output_items(local_model_cost_map): + """ + Regression: output items that fail OpenAI SDK validation (e.g. xAI web_search_call + items without an "action" field) stay plain dicts in the output union. The per-call + counter must read their "type" key like the detection gate does, instead of flooring + a multi-search response to a single billable search. + """ + from litellm.types.llms.openai import ResponsesAPIResponse + from litellm.types.utils import Usage + + model = "gpt-4o-search-preview" + per_call = litellm.get_model_info(model)["search_context_cost_per_query"][ + "search_context_size_medium" + ] + + response = ResponsesAPIResponse.model_validate( + { + "id": "resp_1", + "created_at": 1754900000, + "model": model, + "object": "response", + "status": "completed", + "output": [ + {"type": "web_search_call", "id": f"ws_{i}", "status": "completed"} + for i in range(3) + ], + } + ) + assert all(isinstance(item, dict) for item in response.output) + + cost = StandardBuiltInToolCostTracking.get_cost_for_built_in_tools( + model=model, + response_object=response, + usage=Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15), + custom_llm_provider="openai", + standard_built_in_tools_params=None, + ) + + assert cost == pytest.approx(3 * per_call), ( + f"3 dict-shaped web searches must bill 3 x ${per_call}, got ${cost}" + ) + + +def test_dated_search_preview_entries_carry_search_pricing(local_model_cost_map): + """ + Regression for the live QA finding: OpenAI resolves gpt-4o-search-preview requests to the + dated id gpt-4o-search-preview-2025-03-11, whose cost map entry lacked + search_context_cost_per_query, so the default chat path silently billed the $0.035 search + fee as $0. Dated entries must price identically to their undated siblings. + """ + from litellm.types.utils import Usage + + for dated, undated in ( + ("gpt-4o-search-preview-2025-03-11", "gpt-4o-search-preview"), + ("gpt-4o-mini-search-preview-2025-03-11", "gpt-4o-mini-search-preview"), + ): + assert ( + litellm.get_model_info(dated)["search_context_cost_per_query"] + == litellm.get_model_info(undated)["search_context_cost_per_query"] + ) + + response = ModelResponse( + model="gpt-4o-search-preview-2025-03-11", + choices=[ + { + "index": 0, + "finish_reason": "stop", + "message": { + "role": "assistant", + "content": "headlines", + "annotations": [ + { + "type": "url_citation", + "url_citation": { + "url": "https://example.com", + "title": "t", + "start_index": 0, + "end_index": 1, + }, + } + ], + }, + } + ], + ) + cost = StandardBuiltInToolCostTracking.get_cost_for_built_in_tools( + model="gpt-4o-search-preview-2025-03-11", + response_object=response, + usage=Usage(prompt_tokens=14, completion_tokens=825, total_tokens=839), + custom_llm_provider="openai", + standard_built_in_tools_params=None, + ) + assert cost == pytest.approx(0.035), ( + f"dated search-preview id must bill the $0.035 search fee, got ${cost}" + ) + + # Note: File search integration test removed due to complex annotation detection logic # The unit tests in test_azure_assistant_cost_tracking.py provide comprehensive coverage