diff --git a/pymc_marketing/mmm/plot.py b/pymc_marketing/mmm/plot.py
index 721cadf4..f511490d 100644
--- a/pymc_marketing/mmm/plot.py
+++ b/pymc_marketing/mmm/plot.py
@@ -243,69 +243,6 @@ def _plot_hdi_selection(
 SelToString = Callable[[Selection], str]
 
 
-def plot_hdi(
-    curve: xr.DataArray,
-    non_grid_names: set[str],
-    hdi_kwargs: dict | None = None,
-    subplot_kwargs: dict[str, Any] | None = None,
-    plot_kwargs: dict[str, Any] | None = None,
-    axes: npt.NDArray[Axes] | None = None,
-    same_axes: bool = False,
-    colors: Iterable[str] | None = None,
-    legend: bool = False,
-    sel_to_string: SelToString | None = None,
-) -> tuple[plt.Figure, npt.NDArray[Axes]]:
-    """Plot hdi of the curve across coords.
-
-    Parameters
-    ----------
-    curve : xr.DataArray
-        Curve to plot
-    non_grid_names : set[str]
-        The names to exclude from the grid. chain and draw are
-        excluded automatically
-    n : int, optional
-        Number of samples to plot
-    rng : np.random.Generator, optional
-        Random number generator
-    axes : npt.NDArray[plt.Axes], optional
-        Axes to plot on
-    subplot_kwargs : dict, optional
-        Additional kwargs to while creating the fig and axes
-    plot_kwargs : dict, optional
-        Kwargs for the plot function
-
-    Returns
-    -------
-    tuple[plt.Figure, npt.NDArray[plt.Axes]]
-        Figure and the axes
-
-    """
-    get_plot_data = _create_get_hdi_plot_data(hdi_kwargs or {})
-    make_selection = _make_hdi_selection
-    plot_selection = _plot_hdi_selection
-
-    plot_kwargs = plot_kwargs or {}
-    plot_kwargs = {**{"alpha": 0.25}, **plot_kwargs}
-
-    return _plot_across_coord(
-        curve=curve,
-        non_grid_names=non_grid_names,
-        get_plot_data=get_plot_data,
-        make_selection=make_selection,
-        plot_selection=plot_selection,
-        subplot_kwargs=subplot_kwargs,
-        same_axes=same_axes,
-        axes=axes,
-        colors=colors,
-        legend=legend,
-        plot_kwargs=plot_kwargs,
-        patch=True,
-        line=False,
-        sel_to_string=sel_to_string,
-    )
-
-
 def random_samples(
     rng: np.random.Generator,
     n: int,
@@ -467,6 +404,69 @@ def create_title(sel):
     return fig, return_axes
 
 
+def plot_hdi(
+    curve: xr.DataArray,
+    non_grid_names: set[str],
+    hdi_kwargs: dict | None = None,
+    subplot_kwargs: dict[str, Any] | None = None,
+    plot_kwargs: dict[str, Any] | None = None,
+    axes: npt.NDArray[Axes] | None = None,
+    same_axes: bool = False,
+    colors: Iterable[str] | None = None,
+    legend: bool = False,
+    sel_to_string: SelToString | None = None,
+) -> tuple[plt.Figure, npt.NDArray[Axes]]:
+    """Plot hdi of the curve across coords.
+
+    Parameters
+    ----------
+    curve : xr.DataArray
+        Curve to plot
+    non_grid_names : set[str]
+        The names to exclude from the grid. chain and draw are
+        excluded automatically
+    n : int, optional
+        Number of samples to plot
+    rng : np.random.Generator, optional
+        Random number generator
+    axes : npt.NDArray[plt.Axes], optional
+        Axes to plot on
+    subplot_kwargs : dict, optional
+        Additional kwargs to while creating the fig and axes
+    plot_kwargs : dict, optional
+        Kwargs for the plot function
+
+    Returns
+    -------
+    tuple[plt.Figure, npt.NDArray[plt.Axes]]
+        Figure and the axes
+
+    """
+    get_plot_data = _create_get_hdi_plot_data(hdi_kwargs or {})
+    make_selection = _make_hdi_selection
+    plot_selection = _plot_hdi_selection
+
+    plot_kwargs = plot_kwargs or {}
+    plot_kwargs = {**{"alpha": 0.25}, **plot_kwargs}
+
+    return _plot_across_coord(
+        curve=curve,
+        non_grid_names=non_grid_names,
+        get_plot_data=get_plot_data,
+        make_selection=make_selection,
+        plot_selection=plot_selection,
+        subplot_kwargs=subplot_kwargs,
+        same_axes=same_axes,
+        axes=axes,
+        colors=colors,
+        legend=legend,
+        plot_kwargs=plot_kwargs,
+        patch=True,
+        line=False,
+        sel_to_string=sel_to_string,
+    )
+
+
 def plot_samples(
     curve: xr.DataArray,
     non_grid_names: set[str],