diff --git a/routstr/core/admin.py b/routstr/core/admin.py
index 8f038a8e..c3539191 100644
--- a/routstr/core/admin.py
+++ b/routstr/core/admin.py
@@ -2893,7 +2893,7 @@ def _aggregate_metrics_by_time(
     CRITICAL: This function parses specific log messages for usage tracking.
     The following log messages must not be modified without updating this function:
     - "received proxy request" -> counts total_requests
-    - "token adjustment completed" -> counts successful_chat_completions, extracts revenue_msats from cost_data.actual_cost
+    - "token adjustment completed" -> counts successful_chat_completions, extracts revenue_msats from cost_data.total_msats
     - "upstream request failed" OR "revert payment" -> counts failed_requests
     - "payment processed successfully" -> counts payment_processed
     - "revert payment" -> extracts refunds_msats from max_cost_for_model
@@ -2965,7 +2965,7 @@ def _aggregate_metrics_by_time(
             if "token adjustment completed" in message:
                 cost_data = entry.get("cost_data")
                 if isinstance(cost_data, dict):
-                    actual_cost = cost_data.get("actual_cost", 0)
+                    actual_cost = cost_data.get("total_msats", 0)
                     if isinstance(actual_cost, (int, float)) and actual_cost > 0:
                         time_buckets[bucket_key]["revenue_msats"] += actual_cost
 
@@ -3080,7 +3080,7 @@ def _get_summary_stats(entries: list[dict], hours_back: int = 24) -> dict:
             if "token adjustment completed" in message:
                 cost_data = entry.get("cost_data")
                 if isinstance(cost_data, dict):
-                    actual_cost = cost_data.get("actual_cost", 0)
+                    actual_cost = cost_data.get("total_msats", 0)
                     if isinstance(actual_cost, (int, float)) and actual_cost > 0:
                         assert isinstance(stats["revenue_msats"], (int, float))
                         stats["revenue_msats"] = float(stats["revenue_msats"]) + float(actual_cost)
@@ -3407,7 +3407,7 @@ async def get_revenue_by_model(
                 model_stats[model]["successful"] += 1
                 cost_data = entry.get("cost_data")
                 if isinstance(cost_data, dict):
-                    actual_cost = cost_data.get("actual_cost", 0)
+                    actual_cost = cost_data.get("total_msats", 0)
                     if isinstance(actual_cost, (int, float)) and actual_cost > 0:
                         model_stats[model]["revenue_msats"] += actual_cost
 
diff --git a/routstr/core/logging.py b/routstr/core/logging.py
index 4905748e..6dbd2cfc 100644
--- a/routstr/core/logging.py
+++ b/routstr/core/logging.py
@@ -13,7 +13,7 @@ DO NOT modify or remove these messages without updating the usage tracking logic
 2. "Token adjustment completed for streaming" (INFO) - routstr/upstream/base.py
    "Token adjustment completed for non-streaming" (INFO) - routstr/upstream/base.py
    - Used to track successful completions and revenue
-   - The 'cost_data.actual_cost' field is extracted for revenue calculation
+   - The 'cost_data.total_msats' field is extracted for revenue calculation
    - Must include 'cost_data' in extra dict
 
 3. "Payment processed successfully" (INFO) - routstr/auth.py
diff --git a/routstr/upstream/base.py b/routstr/upstream/base.py
index bccf3601..f1ce6b24 100644
--- a/routstr/upstream/base.py
+++ b/routstr/upstream/base.py
@@ -454,7 +454,7 @@ class BaseUpstreamProvider:
                                                 usage_finalized = True
                                                 # IMPORTANT: Do not modify this log message - used for usage statistics tracking
                                                 # This log is parsed to track revenue from successful requests
-                                                # The 'cost_data.actual_cost' field is used to calculate total revenue
+                                                # The 'cost_data.total_msats' field is used to calculate total revenue
                                                 logger.info(
                                                     "Token adjustment completed for streaming",
                                                     extra={
@@ -560,7 +560,7 @@ class BaseUpstreamProvider:
 
             # IMPORTANT: Do not modify this log message - used for usage statistics tracking
             # This log is parsed to track revenue from successful requests
-            # The 'cost_data.actual_cost' field is used to calculate total revenue
+            # The 'cost_data.total_msats' field is used to calculate total revenue
             logger.info(
                 "Token adjustment completed for non-streaming",
                 extra={