diff --git a/frigate/data_processing/post/review_descriptions.py b/frigate/data_processing/post/review_descriptions.py
index 923f96497..1a6ed502d 100644
--- a/frigate/data_processing/post/review_descriptions.py
+++ b/frigate/data_processing/post/review_descriptions.py
@@ -1,9 +1,13 @@
 """Post processor for review items to get descriptions."""
 
 import logging
-from typing import Any
 
+import cv2
+
+from frigate.config import FrigateConfig
 from frigate.data_processing.types import PostProcessDataEnum
+from frigate.genai import GenAIConfig
+from frigate.genai.ollama import OllamaClient
 
 from ..post.api import PostProcessorApi
 
@@ -11,15 +15,41 @@ logger = logging.getLogger(__name__)
 
 
 class ReviewDescriptionProcessor(PostProcessorApi):
-    def __init__(self, config, metrics):
+    def __init__(self, config: FrigateConfig, metrics):
         super().__init__(config, metrics, None)
-        self.tracked_review_items: dict[str, list[Any]] = {}
+        self.tracked_review_items: dict[str, list[tuple[int, bytes]]] = {}
+        self.genai_client = OllamaClient(
+            GenAIConfig(
+                enabled=True, model="gemma3:4b", base_url="http://192.168.50.107:11434"
+            )
+        )
 
     def process_data(self, data, data_type):
         if data_type != PostProcessDataEnum.review:
             return
 
-        logger.info(f"processor is looking at {data}")
+        id = data["after"]["id"]
+
+        if data["type"] == "new" or data["type"] == "update":
+            if id not in self.tracked_review_items:
+                self.tracked_review_items[id] = []
+
+            thumb_time = data["after"]["data"]["thumb_time"]
+            thumb_path = data["after"]["thumb_path"]
+
+            if thumb_time and thumb_path:
+                thumb_data = cv2.imread(thumb_path)
+                ret, jpg = cv2.imencode(
+                    ".jpg", thumb_data, [int(cv2.IMWRITE_JPEG_QUALITY), 100]
+                )
+
+                if ret:
+                    self.tracked_review_items[id].append((thumb_time, jpg.tobytes()))
+        else:
+            logger.info(
+                f"would process review item end with {len(self.tracked_review_items[id])} items"
+            )
+            self.tracked_review_items.pop(id)
 
     def handle_request(self, request_data):
         pass
diff --git a/frigate/embeddings/maintainer.py b/frigate/embeddings/maintainer.py
index 18e30452f..16985a165 100644
--- a/frigate/embeddings/maintainer.py
+++ b/frigate/embeddings/maintainer.py
@@ -152,6 +152,10 @@ class EmbeddingMaintainer(threading.Thread):
 
         self.detected_license_plates: dict[str, dict[str, Any]] = {}
 
+        self.post_processors.append(
+            ReviewDescriptionProcessor(self.config, self.metrics)
+        )
+
         # model runners to share between realtime and post processors
         if self.config.lpr.enabled:
             lpr_model_runner = LicensePlateModelRunner(