diff --git a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/Anthropic/AnthropicChatCompletionDto.cs b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/Anthropic/AnthropicChatCompletionDto.cs
index f505bc32..65c82081 100644
--- a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/Anthropic/AnthropicChatCompletionDto.cs
+++ b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/Anthropic/AnthropicChatCompletionDto.cs
@@ -32,6 +32,25 @@ public class AnthropicStreamDto
         PromptTokensDetails = null,
         CompletionTokensDetails = null
     };
+
+
+    public void SupplementalMultiplier(double multiplier)
+    {
+        if (this.Usage is not null)
+        {
+            this.Usage.CacheCreationInputTokens =
+                (int)Math.Round((this.Usage.CacheCreationInputTokens ?? 0) * multiplier);
+
+            this.Usage.CacheReadInputTokens =
+                (int)Math.Round((this.Usage.CacheReadInputTokens ?? 0) * multiplier);
+
+            this.Usage.InputTokens =
+                (int)Math.Round((this.Usage.InputTokens ?? 0) * multiplier);
+
+            this.Usage.OutputTokens =
+                (int)Math.Round((this.Usage.OutputTokens ?? 0) * multiplier);
+        }
+    }
 }
 
 public class AnthropicStreamErrorDto
@@ -93,7 +112,7 @@ public class AnthropicChatCompletionDto
 
     public object stop_sequence { get; set; }
 
-    public AnthropicCompletionDtoUsage Usage { get; set; }
+    public AnthropicCompletionDtoUsage? Usage { get; set; }
 
     [JsonIgnore]
     public ThorUsageResponse TokenUsage => new ThorUsageResponse
@@ -108,6 +127,24 @@ public class AnthropicChatCompletionDto
         PromptTokensDetails = null,
         CompletionTokensDetails = null
     };
+    
+    public void SupplementalMultiplier(double multiplier)
+    {
+        if (this.Usage is not null)
+        {
+            this.Usage.CacheCreationInputTokens =
+                (int)Math.Round((this.Usage?.CacheCreationInputTokens ?? 0) * multiplier);
+
+            this.Usage.CacheReadInputTokens =
+                (int)Math.Round((this.Usage?.CacheReadInputTokens ?? 0) * multiplier);
+
+            this.Usage.InputTokens =
+                (int)Math.Round((this.Usage?.InputTokens ?? 0) * multiplier);
+
+            this.Usage.OutputTokens =
+                (int)Math.Round((this.Usage?.OutputTokens ?? 0) * multiplier);
+        }
+    }
 }
 
 public class AnthropicChatCompletionDtoContent
diff --git a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/OpenAi/ThorChatCompletionsResponse.cs b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/OpenAi/ThorChatCompletionsResponse.cs
index 6c367502..a63d663c 100644
--- a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/OpenAi/ThorChatCompletionsResponse.cs
+++ b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain.Shared/Dtos/OpenAi/ThorChatCompletionsResponse.cs
@@ -60,4 +60,19 @@ public record ThorChatCompletionsResponse
     /// </summary>
     [JsonPropertyName("error")]
     public ThorError? Error { get; set; }
+
+    public void SupplementalMultiplier(double multiplier)
+    {
+        if (this.Usage is not null)
+        {
+            this.Usage.InputTokens =
+                (int)Math.Round((this.Usage.InputTokens ?? 0) * multiplier);
+            this.Usage.OutputTokens =
+                (int)Math.Round((this.Usage.OutputTokens ?? 0) * multiplier);
+            this.Usage.CompletionTokens =
+                (int)Math.Round((this.Usage.CompletionTokens ?? 0) * multiplier);
+            this.Usage.PromptTokens =
+                (int)Math.Round((this.Usage.PromptTokens ?? 0) * multiplier);
+        }
+    }
 }
\ No newline at end of file
diff --git a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/AnthropicChatCompletionsService.cs b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/AnthropicChatCompletionsService.cs
index e08b95e2..bba2f091 100644
--- a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/AnthropicChatCompletionsService.cs
+++ b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/AnthropicChatCompletionsService.cs
@@ -9,19 +9,24 @@ using Yi.Framework.AiHub.Domain.Shared.Dtos.OpenAi;
 
 namespace Yi.Framework.AiHub.Domain.AiGateWay.Impl.ThorClaude.Chats;
 
-public class AnthropicChatCompletionsService(IHttpClientFactory httpClientFactory,ILogger<AnthropicChatCompletionsService> logger)
+public class AnthropicChatCompletionsService(
+    IHttpClientFactory httpClientFactory,
+    ILogger<AnthropicChatCompletionsService> logger)
     : IAnthropicChatCompletionService
 {
+    public const double ClaudeMultiplier = 1.3d;
+
     public async Task<AnthropicChatCompletionDto> ChatCompletionsAsync(AiModelDescribe options, AnthropicInput input,
         CancellationToken cancellationToken = default)
     {
-          using var openai =
+        using var openai =
             Activity.Current?.Source.StartActivity("Claudia 对话补全");
 
         if (string.IsNullOrEmpty(options.Endpoint))
         {
             options.Endpoint = "https://api.anthropic.com/";
         }
+
         var client = httpClientFactory.CreateClient();
 
         var headers = new Dictionary<string, string>
@@ -71,30 +76,33 @@ public class AnthropicChatCompletionsService(IHttpClientFactory httpClientFactor
         if (response.StatusCode >= HttpStatusCode.BadRequest)
         {
             var error = await response.Content.ReadAsStringAsync(cancellationToken).ConfigureAwait(false);
-            logger.LogError("OpenAI对话异常 请求地址：{Address}, StatusCode: {StatusCode} Response: {Response}", options.Endpoint,
+            logger.LogError("OpenAI对话异常 请求地址：{Address}, StatusCode: {StatusCode} Response: {Response}",
+                options.Endpoint,
                 response.StatusCode, error);
 
             throw new Exception("OpenAI对话异常" + response.StatusCode.ToString());
         }
-        
+
         var value =
             await response.Content.ReadFromJsonAsync<AnthropicChatCompletionDto>(ThorJsonSerializer.DefaultOptions,
                 cancellationToken: cancellationToken);
+        value.SupplementalMultiplier(AnthropicChatCompletionsService.ClaudeMultiplier);
 
         return value;
     }
 
-    public async IAsyncEnumerable<(string, AnthropicStreamDto?)> StreamChatCompletionsAsync(AiModelDescribe options, AnthropicInput input,
+    public async IAsyncEnumerable<(string, AnthropicStreamDto?)> StreamChatCompletionsAsync(AiModelDescribe options,
+        AnthropicInput input,
         CancellationToken cancellationToken = default)
     {
-                using var openai =
+        using var openai =
             Activity.Current?.Source.StartActivity("Claudia 对话补全");
 
         if (string.IsNullOrEmpty(options.Endpoint))
         {
             options.Endpoint = "https://api.anthropic.com/";
         }
-        
+
         var client = httpClientFactory.CreateClient();
 
         var headers = new Dictionary<string, string>
@@ -117,7 +125,8 @@ public class AnthropicChatCompletionsService(IHttpClientFactory httpClientFactor
         if (response.StatusCode >= HttpStatusCode.BadRequest)
         {
             var error = await response.Content.ReadAsStringAsync(cancellationToken).ConfigureAwait(false);
-            logger.LogError("OpenAI对话异常 请求地址：{Address}, StatusCode: {StatusCode} Response: {Response}", options.Endpoint,
+            logger.LogError("OpenAI对话异常 请求地址：{Address}, StatusCode: {StatusCode} Response: {Response}",
+                options.Endpoint,
                 response.StatusCode, error);
 
             throw new Exception("OpenAI对话异常" + response.StatusCode);
@@ -161,6 +170,7 @@ public class AnthropicChatCompletionsService(IHttpClientFactory httpClientFactor
             var result = JsonSerializer.Deserialize<AnthropicStreamDto>(data,
                 ThorJsonSerializer.DefaultOptions);
 
+            result.SupplementalMultiplier(AnthropicChatCompletionsService.ClaudeMultiplier);
             yield return (eventType, result);
         }
     }
diff --git a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/ClaudiaChatCompletionsService.cs b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/ClaudiaChatCompletionsService.cs
index 99ed2da0..e868e93a 100644
--- a/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/ClaudiaChatCompletionsService.cs
+++ b/Yi.Abp.Net8/module/ai-hub/Yi.Framework.AiHub.Domain/AiGateWay/Impl/ThorClaude/Chats/ClaudiaChatCompletionsService.cs
@@ -687,7 +687,7 @@ public sealed class ClaudiaChatCompletionsService(
 
             first = false;
 
-            yield return new ThorChatCompletionsResponse()
+            var output = new ThorChatCompletionsResponse()
             {
                 Choices = chat,
                 Model = input.Model,
@@ -701,6 +701,8 @@ public sealed class ClaudiaChatCompletionsService(
                     TotalTokens = result.Message.Usage?.InputTokens + result.Message.Usage?.OutputTokens
                 }
             };
+            output.SupplementalMultiplier(AnthropicChatCompletionsService.ClaudeMultiplier);
+            yield return output;
         }
     }
 
@@ -856,6 +858,7 @@ public sealed class ClaudiaChatCompletionsService(
         }
 
         thor.Usage.TotalTokens = thor.Usage.InputTokens + thor.Usage.OutputTokens;
+        thor.SupplementalMultiplier(AnthropicChatCompletionsService.ClaudeMultiplier);
         return thor;
     }
 }
\ No newline at end of file