diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 2573f5b..130f71d 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -40,4 +40,6 @@ jobs:
       shell: bash
       run: |
         export PYTHONPATH=.
+        export CLARIFAI_USER_ID="$(python scripts/key_for_tests.py --get-userid)"
+        export CLARIFAI_PAT="$(python scripts/key_for_tests.py --create-pat)"
         pytest tests/pipelines/
diff --git a/requirements-dev.txt b/requirements-dev.txt
index a732dc2..6563c91 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -6,3 +6,4 @@ pi_heif==0.18.0
 markdown==3.7
 python-docx==1.1.2
 schema==0.7.5
+unstructured-inference==0.8.6
diff --git a/scripts/key_for_tests.py b/scripts/key_for_tests.py
new file mode 100644
index 0000000..361f6de
--- /dev/null
+++ b/scripts/key_for_tests.py
@@ -0,0 +1,133 @@
+#!/usr/bin/env python
+
+import argparse
+import json
+import os
+import sys
+
+try:
+  from urllib.error import HTTPError
+  from urllib.request import HTTPHandler, Request, build_opener
+except ImportError:
+  from urllib2 import HTTPError, HTTPHandler, Request, build_opener
+
+EMAIL = os.environ["CLARIFAI_USER_EMAIL"]
+PASSWORD = os.environ["CLARIFAI_USER_PASSWORD"]
+
+
+def _assert_response_success(response):
+  assert "status" in response, f"Invalid response {response}"
+  assert "code" in response["status"], f"Invalid response {response}"
+  assert response["status"]["code"] == 10000, f"Invalid response {response}"
+
+
+def _request(method, url, payload={}, headers={}):
+  base_url = os.environ.get("CLARIFAI_GRPC_BASE", "api.clarifai.com")
+
+  opener = build_opener(HTTPHandler)
+  full_url = f"https://{base_url}/v2{url}"
+  request = Request(full_url, data=json.dumps(payload).encode())
+  for k in headers.keys():
+    request.add_header(k, headers[k])
+  request.get_method = lambda: method
+  try:
+    response = opener.open(request).read().decode()
+  except HTTPError as e:
+    error_body = e.read().decode()
+    try:
+      error_body = json.dumps(json.loads(error_body), indent=4)
+    except Exception:
+      pass
+    raise Exception("ERROR after a HTTP request to: %s %s" % (method, full_url) +
+                    ". Response: %d %s:\n%s" % (e.code, e.reason, error_body))
+  return json.loads(response)
+
+
+def login():
+  url = "/login"
+  payload = {"email": EMAIL, "password": PASSWORD}
+  data = _request(method="POST", url=url, payload=payload)
+  _assert_response_success(data)
+
+  assert "v2_user_id" in data, f"Invalid response {data}"
+  user_id = data["v2_user_id"]
+  assert user_id, f"Invalid response {data}"
+
+  assert "session_token" in data, f"Invalid response {data}"
+  session_token = data["session_token"]
+  assert session_token, f"Invalid response {data}"
+
+  return session_token, user_id
+
+
+def _auth_headers(session_token):
+  headers = {"Content-Type": "application/json", "X-Clarifai-Session-Token": session_token}
+  return headers
+
+
+def create_pat():
+  session_token, user_id = login()
+  os.environ["CLARIFAI_USER_ID"] = user_id
+
+  url = "/users/%s/keys" % user_id
+  payload = {
+      "keys": [{
+          "description": "Auto-created in a CI test run",
+          "scopes": ["All"],
+          "type": "personal_access_token",
+          "apps": [],
+      }]
+  }
+  data = _request(method="POST", url=url, payload=payload, headers=_auth_headers(session_token))
+  _assert_response_success(data)
+
+  assert "keys" in data, f"Invalid response {data}"
+  assert len(data["keys"]) == 1, f"Invalid response {data}"
+  assert "id" in data["keys"][0], f"Invalid response {data}"
+  pat_id = data["keys"][0]["id"]
+  assert pat_id, f"Invalid response {data}"
+
+  # This print needs to be present so we can read the value in CI.
+  print(pat_id)
+
+
+def run(arguments):
+  if arguments.email:
+    global EMAIL
+    EMAIL = arguments.email  # override the default testing email
+  if arguments.password:
+    global PASSWORD
+    PASSWORD = arguments.password  # override the default testing password
+  # these options are mutually exclusive
+  if arguments.create_pat:
+    create_pat()
+  elif arguments.get_userid:
+    _, user_id = login()
+    # This print needs to be present so we can read the value in CI.
+    print(user_id)
+  else:
+    print(f"No relevant arguments specified. Run {sys.argv[0]} --help to see available options")
+    exit(1)
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser(
+      description="Create Applications, Keys, and Workflows for testing.")
+  parser.add_argument(
+      "--user-email",
+      dest="email",
+      help=
+      "The email of the account for which the command will run. (Defaults to ${CLARIFAI_USER_EMAIL})",
+  )
+  parser.add_argument(
+      "--user-password",
+      dest="password",
+      help=
+      "The password of the account for which the command will run. (Defaults to ${CLARIFAI_USER_PASSWORD})",
+  )
+  group = parser.add_mutually_exclusive_group()
+  group.add_argument("--create-pat", action="store_true", help=" Creates a new PAT key.")
+  group.add_argument("--get-userid", action="store_true", help=" Gets the user id.")
+
+  args = parser.parse_args()
+  run(args)
diff --git a/tests/pipelines/test_multimodal_pipelines.py b/tests/pipelines/test_multimodal_pipelines.py
index d1e32a9..617bd8c 100644
--- a/tests/pipelines/test_multimodal_pipelines.py
+++ b/tests/pipelines/test_multimodal_pipelines.py
@@ -1,11 +1,9 @@
 import os.path as osp
-import pytest
 
 PDF_FILE_PATH = osp.abspath(
     osp.join(osp.dirname(__file__), "assets", "Multimodal_sample_file.pdf"))
 
 
-@pytest.mark.skip(reason="Need additional build dependencies")
 class TestMultimodalPipelines:
   """Tests for pipeline transformations."""
 
@@ -84,7 +82,7 @@ def test_pipeline_summarize(self,):
         ])
     elements = pipeline.run(files=PDF_FILE_PATH, loader=False)
 
-    assert len(elements) == 17
+    assert len(elements) == 16
     assert isinstance(elements, list)
     assert elements[0].metadata.to_dict()['filename'] == 'Multimodal_sample_file.pdf'
     assert elements[0].metadata.to_dict()['page_number'] == 1