diff --git a/docs/tools/fix_grammar_gpt.py b/docs/tools/fix_grammar_gpt.py
index 9979a92b41..71bed48445 100644
--- a/docs/tools/fix_grammar_gpt.py
+++ b/docs/tools/fix_grammar_gpt.py
@@ -17,13 +17,15 @@
 
 # constants
 BASE_DIR = "../website/docs"
-GPT_MODEL = "gpt-3.5-turbo-0125"
-MAX_CHUNK_SIZE = 14000  # make sure that this is below the context window size of the model to not have cut off files
+GPT_MODEL = "gpt-4o-2024-05-13"
+MAX_CHUNK_SIZE = 4000  # make sure that this is below the context window size of the model to not have cut off files
 
 SYSTEM_PROMPT = """\
 You are a grammar checker. Every message you get will be a document that is to be grammarchecked and returned as such.
 You will not change the markdown syntax. You will only fix the grammar. You will not change the code snippets except for the comments therein.
 You will not modify the header section which is enclosed by two occurences of "---".
+Make sure all headings use the Sentence case.
+Never insert any codeblock start or end statements such as "```"
 Do not change the spelling or casing of these words: dlt, sdf, dbt
 """
 
@@ -80,8 +82,11 @@ def get_chunk_length(chunk: List[str]) -> int:
         # cut file into sections
         sections: List[List[str]] = []
         current_section: List[str] = []
+        is_in_code_block: bool = False
         for line in doc:
-            if line.startswith("#"):
+            if "```" in line:
+                is_in_code_block = not is_in_code_block
+            if line.startswith("#") and not is_in_code_block:
                 if current_section:
                     sections.append(current_section)
                 current_section = [line]
@@ -108,23 +113,26 @@ def get_chunk_length(chunk: List[str]) -> int:
 
         fmt.note(f"Created {len(chunks)} chunks")
 
-        fixed_chunks: List[List[str]] = []
+        fixed_chunks: List[str] = []
         for chunk in chunks:
             client = OpenAI()
+            input =  "".join(chunk)
             response = client.chat.completions.create(
+                seed=1239812398,
                 model=GPT_MODEL,
                 messages=[
                     {"role": "system", "content": SYSTEM_PROMPT},
-                    {"role": "user", "content": "".join(chunk)},
+                    {"role": "user", "content": input},
                 ],
                 temperature=0,
             )
-
             fixed_chunks.append(response.choices[0].message.content)  # type: ignore
 
         with open(file_path, "w", encoding="utf-8") as f:
             for c in fixed_chunks:
-                f.writelines(c)
+                f.write(c)
+                f.write("\n")
+                f.write("\n")
 
     if count == 0:
         fmt.warning("No files selected for grammar check.")
diff --git a/poetry.lock b/poetry.lock
index 8f2ff58094..a8a57f24d2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "about-time"
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 [package.dependencies]
 ansicon = {version = "*", markers = "platform_system == \"Windows\""}
 
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+
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -5846,23 +6016,24 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.35.3"
+version = "1.45.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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 [package.dependencies]
 anyio = ">=3.5.0,<5"
 distro = ">=1.7.0,<2"
 httpx = ">=0.23.0,<1"
+jiter = ">=0.4.0,<1"
 pydantic = ">=1.9.0,<3"
 sniffio = "*"
 tqdm = ">4"
-typing-extensions = ">=4.7,<5"
+typing-extensions = ">=4.11,<5"
 
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
@@ -9195,13 +9366,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
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+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
-    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -9759,4 +9930,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "cf2b7cd45b7127328b25128320607b25a2c3b869f2ee6f79412fa12dc56441eb"
+content-hash = "47c76923f8f73c331121c2dd1f03ad90728547c672b013203c3e618023421e99"
diff --git a/pyproject.toml b/pyproject.toml
index 5f60108e3d..82244e51fe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -238,7 +238,7 @@ alive-progress = ">=3.0.1"
 pyarrow = ">=14.0.0"
 psycopg2-binary = ">=2.9"
 lancedb = { version = ">=0.8.2", markers = "python_version >= '3.9'", allow-prereleases = true }
-openai = ">=1.35"
+openai = ">=1.45"
 connectorx = { version = ">=0.3.2" }
 
 [tool.black] # https://black.readthedocs.io/en/stable/usage_and_configuration/the_basics.html#configuration-via-a-file