diff --git a/autogalaxy/quantity/model/analysis.py b/autogalaxy/quantity/model/analysis.py
index 11f0c377..f964190b 100644
--- a/autogalaxy/quantity/model/analysis.py
+++ b/autogalaxy/quantity/model/analysis.py
@@ -143,6 +143,19 @@ def fit_quantity_for_instance(self, instance: af.ModelInstance) -> FitQuantity:
             dataset=self.dataset, light_mass_obj=galaxies, func_str=self.func_str
         )
 
+    def fit_from(self, instance: af.ModelInstance) -> FitQuantity:
+        """
+        Standard-name alias for :meth:`fit_quantity_for_instance`.
+
+        Exposing ``fit_from`` lets the autofit base ``Analysis.fit_for_visualization``
+        helper dispatch through the same JIT-cached wrapper as imaging /
+        interferometer (it calls ``self.fit_from`` unconditionally). Without
+        this method, ``use_jax_for_visualization=True`` on ``AnalysisQuantity``
+        would be a silent no-op — see the Phase 0c shipped notes in
+        ``PyAutoPrompt/complete.md``.
+        """
+        return self.fit_quantity_for_instance(instance=instance)
+
     def save_attributes(self, paths: af.DirectoryPaths):
         """
         Before the non-linear search begins, this routine saves attributes of the `Analysis` object to the `files`
diff --git a/autogalaxy/quantity/model/visualizer.py b/autogalaxy/quantity/model/visualizer.py
index 37838bc3..6363cdab 100644
--- a/autogalaxy/quantity/model/visualizer.py
+++ b/autogalaxy/quantity/model/visualizer.py
@@ -69,7 +69,7 @@ def visualize(
         if skip_visualization():
             return
 
-        fit = analysis.fit_quantity_for_instance(instance=instance)
+        fit = analysis.fit_for_visualization(instance=instance)
 
         plotter = PlotterQuantity(
             image_path=paths.image_path, title_prefix=analysis.title_prefix