diff --git a/README.md b/README.md
index 184cc62..70d92bd 100644
--- a/README.md
+++ b/README.md
@@ -64,6 +64,14 @@ tokenizer.tokenize(fsw, bos=False, eos=False)
 # [6, 932, 932, 255, 678, 660, 919, 924, 255, 678, 660, 919, 924]
 ```
 
+4. Or to remove 'A' information, and separate signs by spaces, we can use:
+
+```python
+from signwriting.tokenizer import normalize_signwriting
+
+normalize_signwriting(fsw)
+```
+
 ### `signwriting.visualizer`
 
 This module is used to visualize SignWriting strings as images.
diff --git a/signwriting/tokenizer/__init__.py b/signwriting/tokenizer/__init__.py
index d951466..8b8197e 100644
--- a/signwriting/tokenizer/__init__.py
+++ b/signwriting/tokenizer/__init__.py
@@ -1 +1,2 @@
 from signwriting.tokenizer.signwriting_tokenizer import SignWritingTokenizer
+from signwriting.tokenizer.signwriting_normalizer import normalize_signwriting
diff --git a/signwriting/tokenizer/signwriting_normalizer.py b/signwriting/tokenizer/signwriting_normalizer.py
new file mode 100644
index 0000000..9619ba0
--- /dev/null
+++ b/signwriting/tokenizer/signwriting_normalizer.py
@@ -0,0 +1,14 @@
+from functools import lru_cache
+
+from signwriting.tokenizer.signwriting_tokenizer import SignWritingTokenizer
+
+
+@lru_cache(maxsize=None)
+def get_tokenizer():
+    return SignWritingTokenizer()
+
+
+def normalize_signwriting(fsw: str) -> str:
+    tokenizer = get_tokenizer()
+    tokens = list(tokenizer.text_to_tokens(fsw, box_position=True))
+    return tokenizer.tokens_to_text(tokens)
diff --git a/signwriting/tokenizer/test_signwriting_normalizer.py b/signwriting/tokenizer/test_signwriting_normalizer.py
new file mode 100644
index 0000000..b5f98ca
--- /dev/null
+++ b/signwriting/tokenizer/test_signwriting_normalizer.py
@@ -0,0 +1,28 @@
+import unittest
+
+from signwriting.tokenizer import normalize_signwriting
+
+
+class NormalizeCase(unittest.TestCase):
+
+    def test_normalizer_same_sign(self):
+        fsw = 'M123x456S1f720487x492S1f720487x492'
+        normalized = normalize_signwriting(fsw)
+        self.assertEqual(fsw, normalized)
+
+    def test_normalizer_removes_a(self):
+        a_info = 'AS16d10S22b03S20500S15a28S31400'
+        m_info = 'M536x550S15a28485x523S16d10519x484S22b03507x508S20500498x532S31400482x482'
+        normalized = normalize_signwriting(a_info + m_info)
+        self.assertEqual(m_info, normalized)
+
+    def test_normalizer_creates_space(self):
+        fsw_1 = 'M536x550S15a28485x523S16d10519x484S22b03507x508S20500498x532S31400482x482'
+        fsw_2 = 'M123x456S15a28485x523S16d10519x484S22b03507x508S20500498x532S31400482x482'
+
+        normalized = normalize_signwriting(fsw_1 + fsw_2)
+        self.assertEqual(f"{fsw_1} {fsw_2}", normalized)
+
+
+if __name__ == '__main__':
+    unittest.main()