diff --git a/src/heretic/main.py b/src/heretic/main.py
index 2f3a6cd..63c8d65 100644
--- a/src/heretic/main.py
+++ b/src/heretic/main.py
@@ -19,11 +19,12 @@ from accelerate.utils import (
     is_sdaa_available,
     is_xpu_available,
 )
+from huggingface_hub import ModelCard
 
 from .config import Settings
 from .evaluator import Evaluator
 from .model import Model
-from .utils import print
+from .utils import get_readme_intro, print
 
 
 def main():
@@ -303,8 +304,29 @@ def main():
                     private = visibility == "Private"
 
                     print("Uploading model...")
+
                     model.model.push_to_hub(repo_id, private=private, token=token)
                     model.tokenizer.push_to_hub(repo_id, private=private, token=token)
+
+                    # If the model path doesn't exist locally, it can be assumed
+                    # to be a model hosted on the Hugging Face Hub, in which case
+                    # we can retrieve the model card.
+                    if not Path(settings.model).exists():
+                        card = ModelCard.load(settings.model)
+                        card.data.tags.append("heretic")
+                        card.data.tags.append("uncensored")
+                        card.data.tags.append("decensored")
+                        card.text = (
+                            get_readme_intro(
+                                settings,
+                                study,
+                                evaluator.base_refusals,
+                                evaluator.bad_prompts,
+                            )
+                            + card.text
+                        )
+                        card.push_to_hub(repo_id, token=token)
+
                     print(f"Model uploaded to [bold]{repo_id}[/].")
 
                 case "Chat with the model":
diff --git a/src/heretic/utils.py b/src/heretic/utils.py
index eea9ec0..e66ab4f 100644
--- a/src/heretic/utils.py
+++ b/src/heretic/utils.py
@@ -4,6 +4,7 @@
 import gc
 from typing import TypeVar
 
+import optuna
 import torch
 from accelerate.utils import (
     is_mlu_available,
@@ -14,7 +15,7 @@ from accelerate.utils import (
 from datasets import load_dataset
 from rich.console import Console
 
-from .config import DatasetSpecification
+from .config import DatasetSpecification, Settings
 
 print = Console(highlight=False).print
 
@@ -44,3 +45,37 @@ def empty_cache():
         torch.musa.empty_cache()
 
     gc.collect()
+
+
+def get_readme_intro(
+    settings: Settings,
+    study: optuna.Study,
+    base_refusals: int,
+    bad_prompts: list[str],
+) -> str:
+    refusal_percentage = (
+        study.best_trial.user_attrs["refusals"] / len(bad_prompts) * 100
+    )
+    base_refusal_percentage = base_refusals / len(bad_prompts) * 100
+
+    return f"""# This is a decensored version of [{settings.model}](https://huggingface.co/{settings.model}), made using [Heretic](https://github.com/p-e-w/heretic)
+
+## Abliteration parameters
+
+| Parameter               | Value                                          |
+| :---------------------- | :--------------------------------------------: |
+| **max_weight**          | {study.best_params["max_weight"]:.4f}          |
+| **max_weight_position** | {study.best_params["max_weight_position"]:.4f} |
+| **min_weight**          | {study.best_params["min_weight"]:.4f}          |
+| **min_weight_distance** | {study.best_params["min_weight_distance"]:.4f} |
+
+## Performance
+
+| Metric            | This model                                         | Original model ([{settings.model}](https://huggingface.co/{settings.model})) |
+| :---------------- | :------------------------------------------------: | :--------------------------------------------------------------------------: |
+| **KL divergence** | {study.best_trial.user_attrs["kl_divergence"]:.4f} | 0 *(by definition)*                                                          |
+| **Refusals**      | {refusal_percentage:.1f} %                         | {base_refusal_percentage:.1f} %                                              |
+
+-----
+
+"""