diff --git a/backend/.gitignore b/backend/.gitignore
index d9005f2..128eab6 100644
--- a/backend/.gitignore
+++ b/backend/.gitignore
@@ -150,3 +150,7 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
+
+
+# Temporary eval output
+evals
diff --git a/backend/eval.py b/backend/eval.py
new file mode 100644
index 0000000..e1c7a81
--- /dev/null
+++ b/backend/eval.py
@@ -0,0 +1,72 @@
+# Load environment variables first
+from typing import Any, Coroutine
+from dotenv import load_dotenv
+
+load_dotenv()
+
+import base64
+import os
+from llm import stream_openai_response
+from prompts import assemble_prompt
+import asyncio
+
+from utils import pprint_prompt
+
+
+async def generate_code_core(image_url: str, stack: str) -> str:
+    prompt_messages = assemble_prompt(image_url, stack)
+    openai_api_key = os.environ.get("OPENAI_API_KEY")
+    openai_base_url = None
+
+    pprint_prompt(prompt_messages)
+
+    async def process_chunk(content: str):
+        pass
+
+    if not openai_api_key:
+        raise Exception("OpenAI API key not found")
+
+    completion = await stream_openai_response(
+        prompt_messages,
+        api_key=openai_api_key,
+        base_url=openai_base_url,
+        callback=lambda x: process_chunk(x),
+    )
+
+    return completion
+
+
+async def image_to_data_url(filepath: str):
+    with open(filepath, "rb") as image_file:
+        encoded_string = base64.b64encode(image_file.read()).decode()
+    return f"data:image/png;base64,{encoded_string}"
+
+
+async def main():
+    EVALS_DIR = "./evals"
+    INPUT_DIR = EVALS_DIR + "/inputs"
+    OUTPUT_DIR = EVALS_DIR + "/outputs"
+
+    # Get all the files in the directory (only grab pngs)
+    evals = [f for f in os.listdir(INPUT_DIR) if f.endswith(".png")]
+
+    tasks: list[Coroutine[Any, Any, str]] = []
+    for filename in evals:
+        filepath = os.path.join(INPUT_DIR, filename)
+        data_url = await image_to_data_url(filepath)
+        task = generate_code_core(data_url, "html_tailwind")
+        tasks.append(task)
+
+    results = await asyncio.gather(*tasks)
+
+    os.makedirs(OUTPUT_DIR, exist_ok=True)
+
+    for filename, content in zip(evals, results):
+        # File name is derived from the original filename in evals
+        output_filename = f"{os.path.splitext(filename)[0]}.html"
+        output_filepath = os.path.join(OUTPUT_DIR, output_filename)
+        with open(output_filepath, "w") as file:
+            file.write(content)
+
+
+asyncio.run(main())