diff --git a/app/services/discourse_rewind/action/ai_usage.rb b/app/services/discourse_rewind/action/ai_usage.rb
index 3e4880c..654980f 100644
--- a/app/services/discourse_rewind/action/ai_usage.rb
+++ b/app/services/discourse_rewind/action/ai_usage.rb
@@ -2,21 +2,22 @@
 
 # AI usage statistics from discourse-ai plugin
 # Shows total usage, favorite features, token consumption, etc.
+# Uses AiApiRequestStat for efficient aggregation queries
 module DiscourseRewind
   module Action
     class AiUsage < BaseReport
       def call
         return if !enabled?
 
-        base_query = AiApiAuditLog.where(user_id: user.id).where(created_at: date)
+        base_query = AiApiRequestStat.where(user_id: user.id).where(bucket_date: date)
 
         # Get aggregated stats in a single query
         stats =
           base_query.select(
-            "COUNT(*) as total_requests",
+            "COALESCE(SUM(usage_count), 0) as total_requests",
             "COALESCE(SUM(request_tokens), 0) as total_request_tokens",
             "COALESCE(SUM(response_tokens), 0) as total_response_tokens",
-            "COUNT(CASE WHEN response_tokens > 0 THEN 1 END) as successful_requests",
+            "COALESCE(SUM(CASE WHEN response_tokens > 0 THEN usage_count ELSE 0 END), 0) as successful_requests",
           ).take
 
         return if stats.total_requests == 0
@@ -35,9 +36,9 @@ module DiscourseRewind
         feature_usage =
           base_query
             .group(:feature_name)
-            .order("COUNT(*) DESC")
+            .order("SUM(usage_count) DESC")
             .limit(5)
-            .pluck(:feature_name, Arel.sql("COUNT(*)"))
+            .pluck(:feature_name, Arel.sql("SUM(usage_count)"))
             .to_h
 
         # Most used AI model (top 5)
@@ -45,9 +46,9 @@ module DiscourseRewind
           base_query
             .where.not(language_model: nil)
             .group(:language_model)
-            .order("COUNT(*) DESC")
+            .order("SUM(usage_count) DESC")
             .limit(5)
-            .pluck(:language_model, Arel.sql("COUNT(*)"))
+            .pluck(:language_model, Arel.sql("SUM(usage_count)"))
             .to_h
 
         {
@@ -65,7 +66,7 @@ module DiscourseRewind
       end
 
       def enabled?
-        defined?(AiApiAuditLog) && SiteSetting.discourse_ai_enabled
+        defined?(AiApiRequestStat) && SiteSetting.discourse_ai_enabled
       end
     end
   end