diff --git a/docs/notebooks/examples.ipynb b/docs/notebooks/examples.ipynb
index e0fba31..3f025e5 100644
--- a/docs/notebooks/examples.ipynb
+++ b/docs/notebooks/examples.ipynb
@@ -197,7 +197,7 @@
    },
    "outputs": [],
    "source": [
-    "domain_expertises = m.suggest_domain_expertises(\"causal mechanisms\", sea_ice_variables)"
+    "domain_expertises = m.suggest_domain_expertises(sea_ice_variables)"
    ]
   },
   {
@@ -219,7 +219,7 @@
    },
    "outputs": [],
    "source": [
-    "domain_experts = m.suggest_domain_experts(\"causal mechanisms\", sea_ice_variables)"
+    "domain_experts = m.suggest_domain_experts(sea_ice_variables)"
    ]
   },
   {
@@ -241,7 +241,7 @@
    },
    "outputs": [],
    "source": [
-    "parents = m.suggest_parents(\"causal mechanisms\", \"meterology\", \"relative_humidity\", sea_ice_variables)"
+    "parents = m.suggest_parents(domain_expertises[0], \"relative_humidity\", sea_ice_variables)"
    ]
   },
   {
@@ -263,7 +263,7 @@
    },
    "outputs": [],
    "source": [
-    "children = m.suggest_children(\"causal mechanisms\", \"meterology\", \"relative_humidity\", sea_ice_variables)"
+    "children = m.suggest_children(domain_expertises[0], \"relative_humidity\", sea_ice_variables)"
    ]
   },
   {
@@ -285,7 +285,7 @@
    },
    "outputs": [],
    "source": [
-    "pairwise_relationship = m.suggest_pairwise_relationship(\"meterology\", \"total_precipitation\", \"relative_humidity\")"
+    "pairwise_relationship = m.suggest_pairwise_relationship(domain_expertises[0], \"total_precipitation\", \"relative_humidity\")"
    ]
   },
   {
@@ -307,7 +307,7 @@
    },
    "outputs": [],
    "source": [
-    "confounders = m.suggest_confounders(treatment, outcome, sea_ice_variables, domain_expertises,\"causal mechanisms\")"
+    "confounders = m.suggest_confounders(treatment, outcome, sea_ice_variables, domain_expertises)"
    ]
   },
   {
@@ -330,7 +330,7 @@
    "outputs": [],
    "source": [
     "\"\"\"returns a dictionary with the how many times that edge was suggested\"\"\"\n",
-    "model_edges = m.suggest_relationships(treatment, outcome, sea_ice_variables, domain_expertises, \"causal mechanisms\", None, RelationshipStrategy.Pairwise)"
+    "model_edges = m.suggest_relationships(treatment, outcome, sea_ice_variables, domain_expertises, RelationshipStrategy.Pairwise)"
    ]
   },
   {
@@ -519,7 +519,7 @@
    },
    "outputs": [],
    "source": [
-    "critique = v.critique_graph(sea_ice_variables, model_edges, domain_expertises, \"causal mechanisms\", None, pairwise)"
+    "critique = v.critique_graph(sea_ice_variables, model_edges, domain_expertises, pairwise)"
    ]
   },
   {
diff --git a/docs/notebooks/walkthrough.ipynb b/docs/notebooks/walkthrough.ipynb
index b9f132a..5398359 100644
--- a/docs/notebooks/walkthrough.ipynb
+++ b/docs/notebooks/walkthrough.ipynb
@@ -202,7 +202,7 @@
     "id": "45IJWbdQJ5YT"
    },
    "source": [
-    "### Identification support"
+    "## Identification support"
    ]
   },
   {
@@ -211,7 +211,7 @@
     "id": "wnorzUJMJ5YT"
    },
    "source": [
-    "## Instrumental variables"
+    "### Instrumental variables"
    ]
   },
   {
diff --git a/poetry.lock b/poetry.lock
index a1261d9..6e48219 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -30,7 +30,7 @@ version = "4.1.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "anyio-4.1.0-py3-none-any.whl", hash = "sha256:56a415fbc462291813a94528a779597226619c8e78af7de0507333f700011e5f"},
     {file = "anyio-4.1.0.tar.gz", hash = "sha256:5a0bec7085176715be77df87fc66d6c9d70626bd752fcc85f57cdbee5b3760da"},
@@ -509,7 +509,7 @@ files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "sys_platform == \"win32\"", dev = "sys_platform == \"win32\" or platform_system == \"Windows\"", docs = "sys_platform == \"win32\""}
+markers = {main = "sys_platform == \"win32\" or platform_system == \"Windows\"", dev = "sys_platform == \"win32\" or platform_system == \"Windows\"", docs = "sys_platform == \"win32\""}
 
 [[package]]
 name = "comm"
@@ -821,6 +821,18 @@ files = [
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+description = "Distro - an OS platform information API"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
+
 [[package]]
 name = "docutils"
 version = "0.18.1"
@@ -839,7 +851,7 @@ version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 markers = "python_version <= \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
@@ -1045,6 +1057,65 @@ ipywidgets = ">=8.0.0"
 docs = ["jupyter-sphinx", "nbsphinx", "nbsphinx-link", "pypandoc", "pytest-check-links", "recommonmark", "sphinx (>=1.5)", "sphinx-rtd-theme"]
 test = ["nbval", "pytest (>=6.0)", "pytest-cov"]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+description = "A minimal low-level HTTP client."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
+    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
+]
+
+[package.dependencies]
+certifi = "*"
+h11 = ">=0.13,<0.15"
+
+[package.extras]
+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<1.0)"]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+description = "The next generation HTTP client."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
+    {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
+]
+
+[package.dependencies]
+anyio = "*"
+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+
+[package.extras]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
+
 [[package]]
 name = "idna"
 version = "3.6"
@@ -1287,6 +1358,92 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "jiter"
+version = "0.9.0"
+description = "Fast iterable JSON parser."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+    {file = "pydantic_core-2.33.1.tar.gz", hash = "sha256:bcc9c6fdb0ced789245b02b7d6603e17d1563064ddcfc36f046b61c0c05dd9df"},
 ]
 
 [package.dependencies]
@@ -3511,7 +3691,7 @@ version = "1.3.0"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
     {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
@@ -3929,6 +4109,28 @@ files = [
     {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
 ]
 
+[[package]]
+name = "tqdm"
+version = "4.67.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "traitlets"
 version = "5.14.0"
@@ -3959,17 +4161,32 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.13.1"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
-    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+    {file = "typing_extensions-4.13.1-py3-none-any.whl", hash = "sha256:4b6cf02909eb5495cfbc3f6e8fd49217e6cc7944e145cdda8caa3734777f9e69"},
+    {file = "typing_extensions-4.13.1.tar.gz", hash = "sha256:98795af00fb9640edec5b8e31fc647597b4691f099ad75f469a2616be1a76dff"},
 ]
 markers = {docs = "python_version < \"3.10\""}
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.0"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
+    {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
 version = "2023.3"
@@ -4103,4 +4320,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.13"
-content-hash = "58ef489c09c78a269c155e14550911105811823410eedccc8b7cdf628d95d208"
+content-hash = "8017cc8ee476462c09e6ede2bb26b9a11c6e0564b12a8c809c2aabebad55fd19"
diff --git a/pyproject.toml b/pyproject.toml
index 32223aa..1fe6858 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,6 +53,8 @@ python = ">=3.9,<3.13"
 # to support python 3.9 with networkx
 networkx = "<=3.2.1"
 guidance = ">=0.2"
+openai = ">=1.70"
+pydantic = ">=2.11"
 
 [tool.poetry.group.dev.dependencies]
 poethepoet = "^0.33.0"