diff --git a/vortex-array/src/array/bool/compute/compare.rs b/vortex-array/src/array/bool/compute/compare.rs
new file mode 100644
index 0000000000..6b250ff9cd
--- /dev/null
+++ b/vortex-array/src/array/bool/compute/compare.rs
@@ -0,0 +1,114 @@
+use std::ops::{BitAnd, BitOr, BitXor, Not};
+
+use vortex_error::VortexResult;
+use vortex_expr::operators::Operator;
+
+use crate::array::bool::BoolArray;
+use crate::compute::compare::CompareArraysFn;
+use crate::{Array, ArrayTrait, IntoArray};
+
+impl CompareArraysFn for BoolArray {
+    fn compare_arrays(&self, other: &Array, op: Operator) -> VortexResult<Array> {
+        let flattened = other.clone().flatten_bool()?;
+        let lhs = self.boolean_buffer();
+        let rhs = flattened.boolean_buffer();
+        let result_buf = match op {
+            Operator::EqualTo => lhs.bitxor(&rhs).not(),
+            Operator::NotEqualTo => lhs.bitxor(&rhs),
+
+            Operator::GreaterThan => lhs.bitand(&rhs).bitxor(&lhs),
+            Operator::GreaterThanOrEqualTo => {
+                let gt = lhs.bitand(&rhs).bitxor(&lhs);
+                let eq = &lhs.bitxor(&rhs).not();
+                gt.bitor(eq)
+            }
+            Operator::LessThan => lhs.bitor(&rhs).bitand(&lhs).not(),
+            Operator::LessThanOrEqualTo => {
+                let eq = lhs.bitxor(&rhs).not();
+                let lt = lhs.bitor(&rhs).bitand(&lhs).not();
+                lt.bitor(&eq)
+            }
+        };
+        let present_buf = self
+            .validity()
+            .to_logical(self.len())
+            .to_present_null_buffer()?
+            .into_inner();
+
+        Ok(BoolArray::from(result_buf.bitand(&present_buf)).into_array())
+    }
+}
+
+#[cfg(test)]
+mod test {
+    use itertools::Itertools;
+
+    use super::*;
+    use crate::validity::Validity;
+    use crate::ToArray;
+
+    fn to_int_indices(filtered_primitive: BoolArray) -> Vec<u64> {
+        let filtered = filtered_primitive
+            .boolean_buffer()
+            .iter()
+            .enumerate()
+            .flat_map(|(idx, v)| if v { Some(idx as u64) } else { None })
+            .collect_vec();
+        filtered
+    }
+
+    #[test]
+    fn test_basic_filter() {
+        let arr = BoolArray::from_vec(
+            vec![true, true, false, true, false],
+            Validity::Array(BoolArray::from(vec![false, true, true, true, true]).into_array()),
+        );
+
+        let matches = arr
+            .compare_arrays(&arr.to_array(), Operator::EqualTo)
+            .unwrap()
+            .flatten_bool()
+            .unwrap();
+        assert_eq!(to_int_indices(matches), [1u64, 2, 3, 4]);
+
+        let matches = arr
+            .compare_arrays(&arr.to_array(), Operator::NotEqualTo)
+            .unwrap()
+            .flatten_bool()
+            .unwrap();
+        assert_eq!(to_int_indices(matches), []);
+
+        let other = BoolArray::from_vec(
+            vec![false, false, false, true, true],
+            Validity::Array(BoolArray::from(vec![false, true, true, true, true]).into_array()),
+        );
+
+        let matches = arr
+            .compare_arrays(&other.to_array(), Operator::LessThanOrEqualTo)
+            .unwrap()
+            .flatten_bool()
+            .unwrap();
+        assert_eq!(to_int_indices(matches), [2u64, 3, 4]);
+
+        let matches = arr
+            .compare_arrays(&other.to_array(), Operator::LessThan)
+            .unwrap()
+            .flatten_bool()
+            .unwrap();
+        assert_eq!(to_int_indices(matches), [2u64, 4]);
+
+        let matches = other
+            .compare_arrays(&arr.to_array(), Operator::GreaterThanOrEqualTo)
+            .unwrap()
+            .flatten_bool()
+            .unwrap();
+        assert_eq!(to_int_indices(matches), [2u64, 3, 4]);
+
+        let matches = other
+            .compare_arrays(&arr.to_array(), Operator::GreaterThan)
+            .unwrap()
+            .flatten_bool()
+            .unwrap();
+        assert_eq!(to_int_indices(matches), [4u64]);
+    }
+}
diff --git a/vortex-array/src/array/bool/compute/mod.rs b/vortex-array/src/array/bool/compute/mod.rs
index 35dd3e4a15..91c8d75b71 100644
--- a/vortex-array/src/array/bool/compute/mod.rs
+++ b/vortex-array/src/array/bool/compute/mod.rs
@@ -1,6 +1,7 @@
 use crate::array::bool::BoolArray;
 use crate::compute::as_arrow::AsArrowArray;
 use crate::compute::as_contiguous::AsContiguousFn;
+use crate::compute::compare::CompareArraysFn;
 use crate::compute::fill::FillForwardFn;
 use crate::compute::scalar_at::ScalarAtFn;
 use crate::compute::slice::SliceFn;
@@ -9,6 +10,7 @@ use crate::compute::ArrayCompute;
 
 mod as_arrow;
 mod as_contiguous;
+mod compare;
 mod fill;
 mod flatten;
 mod scalar_at;
@@ -24,6 +26,10 @@ impl ArrayCompute for BoolArray {
         Some(self)
     }
 
+    fn compare_arrays(&self) -> Option<&dyn CompareArraysFn> {
+        Some(self)
+    }
+
     fn fill_forward(&self) -> Option<&dyn FillForwardFn> {
         Some(self)
     }