diff --git a/python/tvm/script/ir_builder/tir/ir.py b/python/tvm/script/ir_builder/tir/ir.py
index 0e76e3d86d6e..c1d3d56a683f 100644
--- a/python/tvm/script/ir_builder/tir/ir.py
+++ b/python/tvm/script/ir_builder/tir/ir.py
@@ -1595,6 +1595,10 @@ def wrapped(*args, **kwargs):
 atan = _op_wrapper(_tir_op.atan)
 atan2 = _op_wrapper(_tir_op.atan2)
 atanh = _op_wrapper(_tir_op.atanh)
+bitwise_and = _op_wrapper(_tir_op.bitwise_and)
+bitwise_not = _op_wrapper(_tir_op.bitwise_not)
+bitwise_or = _op_wrapper(_tir_op.bitwise_or)
+bitwise_xor = _op_wrapper(_tir_op.bitwise_xor)
 ceil = _op_wrapper(_tir_op.ceil)
 clz = _op_wrapper(_tir_op.clz)
 copysign = _op_wrapper(_tir_op.copysign)
@@ -1846,6 +1850,10 @@ def wrapped(*args, **kwargs):
     "atan",
     "atan2",
     "atanh",
+    "bitwise_and",
+    "bitwise_not",
+    "bitwise_or",
+    "bitwise_xor",
     "ceil",
     "clz",
     "copysign",
diff --git a/python/tvm/tir/__init__.py b/python/tvm/tir/__init__.py
index 9522181432f2..a77f11862def 100644
--- a/python/tvm/tir/__init__.py
+++ b/python/tvm/tir/__init__.py
@@ -68,6 +68,7 @@
 from .op import sin, sinh, asin, asinh
 from .op import cos, cosh, acos, acosh
 from .op import tan, tanh, atan, atan2, atanh
+from .op import bitwise_and, bitwise_not, bitwise_or, bitwise_xor
 from .op import erf, sigmoid, sqrt, rsqrt, floor, ceil, hypot
 from .op import trunc, abs, round, nextafter, nearbyint, power, pow, popcount, fmod, if_then_else
 from .op import likely, isnan, isnullptr, isfinite, isinf, copysign
diff --git a/python/tvm/tir/op.py b/python/tvm/tir/op.py
index 131e91de876e..0a9c4fdfaa52 100644
--- a/python/tvm/tir/op.py
+++ b/python/tvm/tir/op.py
@@ -1997,6 +1997,91 @@ def abs(x, span=None):
     return _ffi_api.abs(x, span)  # type: ignore
 
 
+def bitwise_and(x, y, span=None):
+    """Take bitwise and of two values
+
+    Parameters
+    ----------
+    x : PrimExpr
+        Left operand
+
+    y : PrimExpr
+        Right operand
+
+    span : Optional[Span]
+        The location of this operator in the source code.
+
+    Returns
+    -------
+    res : PrimExpr
+        The result.
+    """
+    return _ffi_api.bitwise_and(x, y, span)
+
+
+def bitwise_not(x, span=None):
+    """Take bitwise not of input value
+
+    Parameters
+    ----------
+    x : PrimExpr
+        Input operand
+
+    span : Optional[Span]
+        The location of this operator in the source code.
+
+    Returns
+    -------
+    res : PrimExpr
+        The result.
+    """
+    return _ffi_api.bitwise_not(x, span)
+
+
+def bitwise_or(x, y, span=None):
+    """Take bitwise or of two values
+
+    Parameters
+    ----------
+    x : PrimExpr
+        Left operand
+
+    y : PrimExpr
+        Right operand
+
+    span : Optional[Span]
+        The location of this operator in the source code.
+
+    Returns
+    -------
+    res : PrimExpr
+        The result.
+    """
+    return _ffi_api.bitwise_or(x, y, span)
+
+
+def bitwise_xor(x, y, span=None):
+    """Take bitwise xor of two values
+
+    Parameters
+    ----------
+    x : PrimExpr
+        Left operand
+
+    y : PrimExpr
+        Right operand
+
+    span : Optional[Span]
+        The location of this operator in the source code.
+
+    Returns
+    -------
+    res : PrimExpr
+        The result.
+    """
+    return _ffi_api.bitwise_xor(x, y, span)
+
+
 def round(x, span=None):
     """Round elements of the array to the nearest integer.
 
diff --git a/tests/python/unittest/test_tir_op_types.py b/tests/python/unittest/test_tir_op_types.py
index 23a264bef75a..58954e745948 100644
--- a/tests/python/unittest/test_tir_op_types.py
+++ b/tests/python/unittest/test_tir_op_types.py
@@ -279,6 +279,19 @@ def test_tir_op_shift_right():
     assert expr.op.name == "tir.shift_right"
 
 
+def test_tir_op_bitwise():
+    x = tir.Var("x", dtype="int32")
+    y = tir.Var("y", dtype="int32")
+    expr = tir.bitwise_and(x, y)
+    assert expr.op.name == "tir.bitwise_and"
+    expr = tir.bitwise_or(x, y)
+    assert expr.op.name == "tir.bitwise_or"
+    expr = tir.bitwise_not(x)
+    assert expr.op.name == "tir.bitwise_not"
+    expr = tir.bitwise_xor(x, y)
+    assert expr.op.name == "tir.bitwise_xor"
+
+
 def test_tir_op_TVMBackendAllocWorkspace():
     expr = tir.TVMBackendAllocWorkspace(0, 1, 2, 3, 4)
     assert expr.op.name == "tir.TVMBackendAllocWorkspace"