diff --git a/docker-compose.prod.yml b/docker-compose.prod.yml
index d56714b..8b50ca0 100644
--- a/docker-compose.prod.yml
+++ b/docker-compose.prod.yml
@@ -79,6 +79,8 @@ services:
   food-ai:
     image: gosua/food-ai:1.3.4
     container_name: food-ai
+    ports:
+      - "8000:8000"   # ← 추가
     networks: [ my-network ]
     healthcheck:
       test: ["CMD", "python", "-c", "import urllib.request,sys; r=urllib.request.urlopen('http://127.0.0.1:8000/healthz', timeout=5); sys.exit(0 if r.getcode()==200 else 1)"]
@@ -87,7 +89,6 @@ services:
       retries: 12
       start_period: 120s
 
-
   socket:
     image: dae9utang/babmukdang-socket:v1.0.0
     container_name: babmukdang-socket
diff --git a/src/main/java/com/example/timetoeat/infra/ai/HttpAiGateway.java b/src/main/java/com/example/timetoeat/infra/ai/HttpAiGateway.java
index cc8f299..2dfc3d4 100644
--- a/src/main/java/com/example/timetoeat/infra/ai/HttpAiGateway.java
+++ b/src/main/java/com/example/timetoeat/infra/ai/HttpAiGateway.java
@@ -32,11 +32,7 @@ public InferenceResultDto inferFoodSync(Long articleId, Long authorId, String im
                 mealAtKst.atZone(ZoneId.of("Asia/Seoul")).toOffsetDateTime();
 
         MultipartBodyBuilder mb = new MultipartBodyBuilder();
-        mb.part("image", new FileSystemResource(imagePath)); // 사진 1장
-        mb.part("user_id", authorId);
-        mb.part("article_id", articleId);
-        // 멀티파트에는 문자열로(+09:00 포함)
-        mb.part("meal_at", mealAtOffset.toString());
+        mb.part("image", new FileSystemResource(imagePath));
 
         JsonNode root = aiWebClient.post()
                 .uri(props.getFoodBaseUrl() + "/v1/infer")