diff --git a/flixopt/comparison.py b/flixopt/comparison.py
index 7e3e983e1..a8c2076c8 100644
--- a/flixopt/comparison.py
+++ b/flixopt/comparison.py
@@ -19,7 +19,7 @@
 )
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator
+    from collections.abc import ItemsView, Iterator, KeysView, ValuesView
 
     from .flow_system import FlowSystem
 
@@ -158,10 +158,19 @@ class Comparison:
     """
 
     def __init__(self, flow_systems: list[FlowSystem], names: list[str] | None = None) -> None:
+        from .flow_system import FlowSystem
+
+        if not isinstance(flow_systems, list):
+            raise TypeError(f'flow_systems must be a list, got {type(flow_systems).__name__}')
+
+        non_fs = [(i, type(fs).__name__) for i, fs in enumerate(flow_systems) if not isinstance(fs, FlowSystem)]
+        if non_fs:
+            raise TypeError(f'flow_systems must contain only FlowSystem instances; got {non_fs} (index, type)')
+
         if len(flow_systems) < 2:
             raise ValueError('Comparison requires at least 2 FlowSystems')
 
-        self._systems = flow_systems
+        self._systems: list[FlowSystem] = flow_systems
         self._names = names or [fs.name or f'System {i}' for i, fs in enumerate(flow_systems)]
 
         if len(self._names) != len(self._systems):
@@ -224,14 +233,30 @@ def __getitem__(self, key: int | str) -> FlowSystem:
             return self._systems[idx]
         raise KeyError(f"Case '{key}' not found. Available: {self._names}")
 
-    def __iter__(self) -> Iterator[tuple[str, FlowSystem]]:
-        """Iterate over (name, FlowSystem) pairs."""
-        yield from zip(self._names, self._systems, strict=True)
+    def __iter__(self) -> Iterator[str]:
+        """Iterate over case names, matching the ``dict`` / ``Mapping`` protocol.
+
+        Use :meth:`items` for ``(name, FlowSystem)`` pairs or :meth:`values`
+        for FlowSystems.
+        """
+        return iter(self._names)
 
     def __contains__(self, key: str) -> bool:
         """Check if a case name exists."""
         return key in self._names
 
+    def keys(self) -> KeysView[str]:
+        """Return a view of case names, like :meth:`dict.keys`."""
+        return self.flow_systems.keys()
+
+    def values(self) -> ValuesView[FlowSystem]:
+        """Return a view of FlowSystems, like :meth:`dict.values`."""
+        return self.flow_systems.values()
+
+    def items(self) -> ItemsView[str, FlowSystem]:
+        """Return a view of ``(name, FlowSystem)`` pairs, like :meth:`dict.items`."""
+        return self.flow_systems.items()
+
     @property
     def flow_systems(self) -> dict[str, FlowSystem]:
         """Access underlying FlowSystems as a dict mapping name → FlowSystem."""
diff --git a/pyproject.toml b/pyproject.toml
index 642ad5765..51191d099 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,6 +77,7 @@ full = [
 
 # Development tools and testing
 dev = [
+    "xarray<2026.3",  # TODO: drop once linopy ships xarray 2026.3+ compat fix
     "tsam==3.3.0",  # Time series aggregation for clustering
     "pytest==9.0.3",
     "pytest-xdist==3.8.0",
diff --git a/tests/test_comparison.py b/tests/test_comparison.py
index 7f7e7093e..94328da97 100644
--- a/tests/test_comparison.py
+++ b/tests/test_comparison.py
@@ -173,6 +173,16 @@ def test_comparison_rejects_unoptimized_system(self, base_flow_system, optimized
         with pytest.raises(RuntimeError, match='no solution'):
             _ = comp.solution
 
+    def test_comparison_rejects_non_list(self, optimized_base, optimized_with_chp):
+        """Comparison rejects non-list flow_systems input."""
+        with pytest.raises(TypeError, match='must be a list'):
+            fx.Comparison((optimized_base, optimized_with_chp))
+
+    def test_comparison_rejects_non_flowsystem_items(self, optimized_base):
+        """Comparison rejects list items that are not FlowSystem instances."""
+        with pytest.raises(TypeError, match='FlowSystem instances'):
+            fx.Comparison([optimized_base, 'not a flow system'])
+
 
 # ============================================================================
 # CONTAINER PROTOCOL TESTS
@@ -212,11 +222,25 @@ def test_getitem_invalid_index_raises(self, optimized_base, optimized_with_chp):
         with pytest.raises(IndexError):
             _ = comp[99]
 
-    def test_iter(self, optimized_base, optimized_with_chp):
-        """Iteration yields (name, FlowSystem) pairs."""
+    def test_iter_yields_names(self, optimized_base, optimized_with_chp):
+        """Iteration yields case names, matching the dict/Mapping protocol."""
+        comp = fx.Comparison([optimized_base, optimized_with_chp])
+        assert list(comp) == ['Base', 'WithCHP']
+
+    def test_keys(self, optimized_base, optimized_with_chp):
+        """keys() returns case names."""
+        comp = fx.Comparison([optimized_base, optimized_with_chp])
+        assert list(comp.keys()) == ['Base', 'WithCHP']
+
+    def test_values(self, optimized_base, optimized_with_chp):
+        """values() returns FlowSystems."""
+        comp = fx.Comparison([optimized_base, optimized_with_chp])
+        assert list(comp.values()) == [optimized_base, optimized_with_chp]
+
+    def test_items(self, optimized_base, optimized_with_chp):
+        """items() returns (name, FlowSystem) pairs without warning."""
         comp = fx.Comparison([optimized_base, optimized_with_chp])
-        items = list(comp)
-        assert items == [('Base', optimized_base), ('WithCHP', optimized_with_chp)]
+        assert list(comp.items()) == [('Base', optimized_base), ('WithCHP', optimized_with_chp)]
 
     def test_contains(self, optimized_base, optimized_with_chp):
         """'in' operator checks for case name."""