diff --git a/pyproject.toml b/pyproject.toml
index bc8736a..144b127 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,6 +28,7 @@ test = [
     "pytest-cov",
     "gwpopulation",
     "jax>=0.4.16",
+    "unxt",
 ]
 
 [tool.setuptools]
@@ -38,8 +39,9 @@ write_to = "wcosmo/_version.py"
 
 [project.entry-points."gwpopulation.xp"]
 wcosmo = "wcosmo.wcosmo"
-wcosmo-utils = "wcosmo.utils"
+wcosmo-astropy = "wcosmo.astropy"
 wcosmo-taylor = "wcosmo.taylor"
+wcosmo-utils = "wcosmo.utils"
 
 [project.entry-points."gwpopulation.other"]
 wcosmo-taylor = "wcosmo.taylor:scipy.linalg.toeplitz"
diff --git a/wcosmo/astropy.py b/wcosmo/astropy.py
index d90610c..a53e99c 100644
--- a/wcosmo/astropy.py
+++ b/wcosmo/astropy.py
@@ -10,13 +10,12 @@
 """
 
 import sys
-from dataclasses import dataclass, field
 
 import astropy.cosmology as _acosmo
 import numpy as xp
 from astropy import units
 
-from .utils import autodoc, method_autodoc, strip_units
+from .utils import autodoc, convert_quantity_if_necessary, method_autodoc, strip_units
 from .wcosmo import *
 
 USE_UNITS = True
@@ -60,6 +59,14 @@ class WCosmoMixin:
       frame to the detector frame, see :func:`source_to_detector_frame`
     """
 
+    @property
+    def H0(self):
+        return self._H0
+
+    @H0.setter
+    def H0(self, value):
+        self._H0 = convert_quantity_if_necessary(value, unit="km s^-1 Mpc^-1")
+
     @property
     def _kwargs(self):
         kwargs = {"H0": self.H0, "Om0": self.Om0, "w0": self.w0}
@@ -364,11 +371,20 @@ def __init__(
         self.meta = meta
 
 
+_known_cosmologies = dict()
+
+
 def __getattr__(name):
-    if name not in __all__:
+    if f"{name}_{xp.__name__}" in _known_cosmologies:
+        return _known_cosmologies[f"{name}_{xp.__name__}"]
+    elif name not in __all__:
         alt = _acosmo.__getattr__(name)
-        cosmo = FlatLambdaCDM(**alt.parameters)
-        setattr(sys.modules[__name__], name, cosmo)
+        params = {
+            key: convert_quantity_if_necessary(arg)
+            for key, arg in alt.parameters.items()
+        }
+        cosmo = FlatLambdaCDM(**params)
+        _known_cosmologies[f"{name}_{xp.__name__}"] = cosmo
         return cosmo
 
 
diff --git a/wcosmo/constants.py b/wcosmo/constants.py
index 18f5af5..2274194 100644
--- a/wcosmo/constants.py
+++ b/wcosmo/constants.py
@@ -10,6 +10,8 @@
 
 from astropy import units
 
+from .utils import convert_quantity_if_necessary
+
 __all__ = ["USE_UNITS", "c_km_per_s", "gyr_km_per_s_mpc"]
 
 
@@ -18,7 +20,7 @@ def __getattr__(name):
     if value is None:
         raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
     if USE_UNITS:
-        value = value << _UNITS[name]
+        value = convert_quantity_if_necessary(value, _UNITS[name])
     return value
 
 
diff --git a/wcosmo/test/test_astropy.py b/wcosmo/test/test_astropy.py
index 5543e83..63e000c 100644
--- a/wcosmo/test/test_astropy.py
+++ b/wcosmo/test/test_astropy.py
@@ -5,7 +5,7 @@ def test_astropy_cosmology_not_clobbered():
     """See https://github.com/ColmTalbot/wcosmo/issues/15"""
     import astropy.cosmology
 
-    import wcosmo.astropy
+    import wcosmo.astropy  # noqa
 
     assert "wcosmo" not in astropy.cosmology.Planck15.__module__
 
@@ -16,22 +16,17 @@ def test_jits():
     from astropy.cosmology import FlatLambdaCDM
     from jax import jit
 
-    import wcosmo
     from wcosmo.astropy import FlatwCDM
-    from wcosmo.utils import disable_units
+
+    gwpopulation.set_backend("jax")
 
     @jit
     def test_func(h0):
         cosmo = FlatwCDM(h0, 0.1, -1)
         return cosmo.luminosity_distance(0.1)
 
-    gwpopulation.set_backend("jax")
-    disable_units()
-
-    assert (
-        abs(
-            float(test_func(67.0))
-            - FlatLambdaCDM(67.0, 0.1).luminosity_distance(0.1).value
-        )
-        < 1
-    )
+    my_result = test_func(67.0)
+    their_result = FlatLambdaCDM(67.0, 0.1).luminosity_distance(0.1)
+
+    assert abs(float(my_result.value) - their_result.value) < 1
+    assert my_result.unit == their_result.unit
diff --git a/wcosmo/utils.py b/wcosmo/utils.py
index 6bdc0e9..09c0159 100644
--- a/wcosmo/utils.py
+++ b/wcosmo/utils.py
@@ -143,3 +143,48 @@ def strip_units(value):
     if isinstance(value, np.float64):
         value = value.item()
     return value
+
+
+def convert_quantity_if_necessary(arg, unit=None):
+    """
+    Helper function to convert between :code:`astropy` and :code:`unxt`
+    quantities and non-unitful values.
+
+    The order of precedence is as follows:
+
+    - If using :code:`jax.numpy` as the backend, the input is an
+      :code:`astropy` or :code:`unxt` quantity or :code:`unit` is specified,
+      convert to a :code:`unxt` quantity with the provided unit.
+    - If using :code:`jax.numpy` as the backend, the input is not a quantiy
+      and no unit is provided, return the input.
+    - If a unit and an :code:`astropy` quantity are provided, convert the
+      input to an :code:`astropy` quantity with the provided unit
+    - If a unit is provided, convert the input to an :code:`astropy`
+      quantity with the provided unit.
+    - Else return the input as is.
+
+    Parameters
+    ==========
+    arg: Union[astropy.units.Quantity, unxt.Quantity, array_like]
+        The array to convert
+    unit: Optional[astropy.units.Unit, str]
+        The unit to convert to
+
+    Returns
+    =======
+    Union[astropy.units.Quantity, unxt.Quantity, array_like]
+        The converted array
+    """
+    from astropy.units import Quantity as _Quantity
+
+    if xp.__name__ == "jax.numpy" and (isinstance(arg, _Quantity) or unit is not None):
+        from unxt import Quantity
+
+        if unit is None:
+            return Quantity.from_(arg)
+        return Quantity.from_(arg, unit)
+    elif unit is not None and isinstance(arg, _Quantity):
+        return arg.to(unit)
+    elif unit is not None:
+        return _Quantity(arg, unit)
+    return arg