diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 6e80f47..e248a8f 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -39,6 +39,7 @@ jobs:
       - name: Install dependencies
         run: |
           poetry install --all-extras
+          pip install cohere
       - name: Install nltk
         run: |
           pip install nltk
diff --git a/poetry.lock b/poetry.lock
index af30bde..1badf1f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,124 +1,110 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.2"
+version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.6"
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 description = "Async http client/server framework (asyncio)"
 optional = false
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 [package.dependencies]
 aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -150,13 +136,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -167,7 +153,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -201,13 +187,13 @@ test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
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+python-versions = ">=3.8"
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 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
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-
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-
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-
 [[package]]
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 version = "2024.8.30"
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 [[package]]
@@ -521,30 +481,6 @@ files = [
 [package.dependencies]
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-[[package]]
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-version = "5.10.0"
-description = ""
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 [package.dependencies]
@@ -778,33 +704,37 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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-[package.extras]
-abfs = ["adlfs"]
-adl = ["adlfs"]
-arrow = ["pyarrow (>=1)"]
-dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff"]
-doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
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-gcs = ["gcsfs"]
-git = ["pygit2"]
-github = ["requests"]
-gs = ["gcsfs"]
-gui = ["panel"]
-hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
-libarchive = ["libarchive-c"]
-oci = ["ocifs"]
-s3 = ["s3fs"]
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-tqdm = ["tqdm"]
-
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1142,13 +988,13 @@ files = [
 
 [[package]]
 name = "httpcore"
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+version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1159,7 +1005,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
@@ -1186,51 +1032,6 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
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-
 [[package]]
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 version = "3.10"
@@ -1373,102 +1174,103 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pa
 
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 [package.dependencies]
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 [package.extras]
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 install-types = ["pip"]
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 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
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 name = "ptyprocess"
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 ]
 
 [[package]]
@@ -2859,37 +2760,19 @@ files = [
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 ]
 
-[[package]]
-name = "s3transfer"
-version = "0.10.2"
-description = "An Amazon S3 Transfer Manager"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.dependencies]
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-
-[package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
-
 [[package]]
 name = "semantic-router"
-version = "0.0.68"
+version = "0.1.0.dev0"
 description = "Super fast semantic router for AI decision making"
 optional = false
 python-versions = "<3.13,>=3.9"
 files = [
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 [package.dependencies]
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 colorama = ">=0.4.6,<0.5.0"
 colorlog = ">=6.8.0,<7.0.0"
 numpy = ">=1.25.2,<2.0.0"
@@ -2902,13 +2785,14 @@ tiktoken = ">=0.6.0,<1.0.0"
 
 [package.extras]
 bedrock = ["boto3 (>=1.34.98,<2.0.0)", "botocore (>=1.34.110,<2.0.0)"]
+cohere = ["cohere (>=5.9.4,<6.00)"]
 docs = ["sphinx (>=7.0.0,<8.0.0)", "sphinxawesome-theme (>=5.2.0,<6.0.0)"]
 fastembed = ["fastembed (>=0.3.0,<0.4.0)"]
 google = ["google-cloud-aiplatform (>=1.45.0,<2.0.0)"]
 hybrid = ["pinecone-text (>=0.7.1,<0.10.0)"]
 local = ["llama-cpp-python (>=0.2.28,<0.2.86)", "tokenizers (>=0.19)", "torch (>=2.1.0,<2.6.0)", "transformers (>=4.36.2)"]
 mistralai = ["mistralai (>=0.0.12,<0.1.0)"]
-pinecone = ["pinecone-client (>=3.0.0,<4.0.0)"]
+pinecone = ["pinecone (>=5.0.0)"]
 postgres = ["psycopg2 (>=2.9.9,<3.0.0)"]
 processing = ["matplotlib (>=3.8.3,<4.0.0)"]
 qdrant = ["qdrant-client (>=1.11.1,<2.0.0)"]
@@ -2957,47 +2841,42 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "tiktoken"
-version = "0.7.0"
+version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3009,141 +2888,24 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tokenize-rt"
-version = "6.0.0"
+version = "6.1.0"
 description = "A wrapper around the stdlib `tokenize` which roundtrips."
 optional = false
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+    {file = "yarl-1.17.2-py3-none-any.whl", hash = "sha256:dd7abf4f717e33b7487121faf23560b3a50924f80e4bef62b22dab441ded8f3b"},
+    {file = "yarl-1.17.2.tar.gz", hash = "sha256:753eaaa0c7195244c84b5cc159dc8204b7fd99f716f11198f999f2332a86b178"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -3436,4 +3149,4 @@ stats = ["matplotlib"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "a4d38fdc0e3b02385162a7dc7e13de243b1f32c7592a47b7df45251e1a1866df"
+content-hash = "ea4f2e8db9ef9c5c08c4f396159504e1f2ea12ffad9bac1777bb0cda888dd73f"
diff --git a/pyproject.toml b/pyproject.toml
index 65bd7f6..b530d1a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "semantic-chunkers"
-version = "0.0.10"
+version = "0.1.0.dev0"
 description = "Super advanced chunking methods for AI"
 authors = ["Aurelio AI <hello@aurelio.ai>"]
 readme = "README.md"
@@ -19,7 +19,7 @@ regex = "^2023.12.25"
 tiktoken = ">=0.7.0,<1.0.0"
 matplotlib = { version = "^3.8.3", optional = true}
 requests-mock = "^1.12.1"
-semantic-router = "^0.0.68"
+semantic-router = ">=0.1.0.dev0"
 
 [tool.poetry.extras]
 stats = ["matplotlib"]
diff --git a/semantic_chunkers/__init__.py b/semantic_chunkers/__init__.py
index 82a574e..3129c54 100644
--- a/semantic_chunkers/__init__.py
+++ b/semantic_chunkers/__init__.py
@@ -17,4 +17,4 @@
     "RegexChunker",
 ]
 
-__version__ = "0.0.10"
+__version__ = "0.1.0.dev0"
diff --git a/tests/unit/test_chunkers.py b/tests/unit/test_chunkers.py
index 8ef8139..551d532 100644
--- a/tests/unit/test_chunkers.py
+++ b/tests/unit/test_chunkers.py
@@ -3,7 +3,7 @@
 import numpy as np
 import pytest
 from semantic_router.encoders.base import BaseEncoder
-from semantic_router.encoders.cohere import CohereEncoder
+from semantic_router.encoders.openai import OpenAIEncoder
 
 from semantic_chunkers import (
     BaseChunker,
@@ -13,18 +13,20 @@
     StatisticalChunker,
 )
 
+ENCODER_NAME = "text-embedding-3-small"
+
 
 def test_consecutive_sim_splitter():
     # Create a Mock object for the encoder
     mock_encoder = Mock()
     mock_encoder.return_value = np.array([[1, 0], [1, 0.1], [0, 1]])
 
-    cohere_encoder = CohereEncoder(
-        name="",
-        cohere_api_key="a",
+    encoder = OpenAIEncoder(
+        name=ENCODER_NAME,
+        openai_api_key="a",
     )
     # Instantiate the ConsecutiveSimSplitter with the mock encoder
-    splitter = ConsecutiveChunker(encoder=cohere_encoder, score_threshold=0.9)
+    splitter = ConsecutiveChunker(encoder=encoder, score_threshold=0.9)
     splitter.encoder = mock_encoder
 
     # Define some documents
@@ -54,12 +56,12 @@ async def async_return(*args, **kwargs):
 
     mock_encoder.acall.side_effect = async_return
 
-    cohere_encoder = CohereEncoder(
-        name="",
-        cohere_api_key="a",
+    encoder = OpenAIEncoder(
+        name=ENCODER_NAME,
+        openai_api_key="a",
     )
     # Instantiate the ConsecutiveSimSplitter with the mock encoder
-    splitter = ConsecutiveChunker(encoder=cohere_encoder, score_threshold=0.9)
+    splitter = ConsecutiveChunker(encoder=encoder, score_threshold=0.9)
     splitter.encoder = mock_encoder
 
     # Define some documents
@@ -90,11 +92,11 @@ def test_cumulative_sim_splitter():
     )
 
     # Instantiate the CumulativeSimSplitter with the mock encoder
-    cohere_encoder = CohereEncoder(
-        name="",
-        cohere_api_key="a",
+    encoder = OpenAIEncoder(
+        name=ENCODER_NAME,
+        openai_api_key="a",
     )
-    splitter = CumulativeChunker(encoder=cohere_encoder, score_threshold=0.9)
+    splitter = CumulativeChunker(encoder=encoder, score_threshold=0.9)
     splitter.encoder = mock_encoder
 
     # Define some documents
@@ -126,11 +128,11 @@ async def test_async_cumulative_sim_splitter():
     )
 
     # Instantiate the CumulativeSimSplitter with the mock encoder
-    cohere_encoder = CohereEncoder(
-        name="",
-        cohere_api_key="a",
+    encoder = OpenAIEncoder(
+        name=ENCODER_NAME,
+        openai_api_key="a",
     )
-    splitter = CumulativeChunker(encoder=cohere_encoder, score_threshold=0.9)
+    splitter = CumulativeChunker(encoder=encoder, score_threshold=0.9)
     splitter.encoder = mock_encoder
 
     # Define some documents
@@ -180,12 +182,12 @@ def test_statistical_chunker():
     mock_encoder = Mock()
     mock_encoder.side_effect = lambda docs: np.array([[1, 0] for _ in docs])
 
-    cohere_encoder = CohereEncoder(
-        name="",
-        cohere_api_key="a",
+    encoder = OpenAIEncoder(
+        name=ENCODER_NAME,
+        openai_api_key="a",
     )
     # Instantiate the ConsecutiveSimSplitter with the mock encoder
-    splitter = StatisticalChunker(encoder=cohere_encoder)
+    splitter = StatisticalChunker(encoder=encoder)
     splitter.encoder = mock_encoder
 
     # Define some documents
@@ -211,12 +213,12 @@ async def test_async_statistical_chunker():
     mock_encoder = AsyncMock()
     mock_encoder.side_effect = lambda docs: np.array([[1, 0] for _ in docs])
 
-    cohere_encoder = CohereEncoder(
-        name="",
-        cohere_api_key="a",
+    encoder = OpenAIEncoder(
+        name=ENCODER_NAME,
+        openai_api_key="a",
     )
     # Instantiate the ConsecutiveSimSplitter with the mock encoder
-    splitter = StatisticalChunker(encoder=cohere_encoder)
+    splitter = StatisticalChunker(encoder=encoder)
     splitter.encoder = mock_encoder
 
     # Define some documents