diff --git a/.gitignore b/.gitignore
index 35f3765c2..4dac73681 100644
--- a/.gitignore
+++ b/.gitignore
@@ -48,7 +48,7 @@ coverage.xml
 .hypothesis/
 /codecov.sh
 /test-reports/
-/.pytest_cache/
+*/.pytest_cache/
 
 # Translations
 *.mo
diff --git a/.profile b/.profile
new file mode 100755
index 000000000..49dca9306
--- /dev/null
+++ b/.profile
@@ -0,0 +1,18 @@
+#!/usr/bin/env bash
+# custom initialisation tasks
+# ref - https://docs.cloudfoundry.org/devguide/deploy-apps/deploy-app.html
+
+echo "---- RUNNING release tasks (.profile) ------"
+
+echo "---- Installing Related Barrier ML Packages ------"
+/tmp/lifecycle/shell
+python -m pip install sentence-transformers==2.2.2 --no-deps
+python -m pip install torch==2.0.0 torchvision==0.15.1 --extra-index-url https://download.pytorch.org/whl/cpu
+
+echo "---- Collecting static ------"
+python manage.py collectstatic --noinput
+
+echo "---- Apply Migrations ------"
+python manage.py migrate
+
+echo "---- FINISHED release tasks (.profile) ------"
diff --git a/Makefile b/Makefile
index 94a57db18..c02a54a88 100644
--- a/Makefile
+++ b/Makefile
@@ -81,7 +81,7 @@ pip-install: ## Install pip requirements inside the container.
 	@echo "$$(tput setaf 3)🙈  Installing Pip Packages  🙈$$(tput sgr 0)"
 	@docker-compose exec web poetry lock
 	@docker-compose exec web poetry export --without-hashes -f requirements.txt -o requirements.txt
-	@docker-compose exec web poetry export --dev --without-hashes -f requirements.txt -o requirements-dev.txt
+	@docker-compose exec web poetry export --with dev --without-hashes -f requirements.txt -o requirements-dev.txt
 	@docker-compose exec web pip install -r requirements-dev.txt
 	@docker-compose exec web sed -i '1i# ======\n# DO NOT EDIT - use pyproject.toml instead!\n# Generated: $(__timestamp)\n# ======' requirements.txt
 	@docker-compose exec web sed -i '1i# ======\n# DO NOT EDIT - use pyproject.toml instead!\n# Generated: $(__timestamp)\n# ======' requirements-dev.txt
diff --git a/api/barriers/related_barrier.py b/api/barriers/related_barrier.py
new file mode 100644
index 000000000..2189c7073
--- /dev/null
+++ b/api/barriers/related_barrier.py
@@ -0,0 +1,75 @@
+import numpy as np
+import pandas as pd
+from django.db.models import QuerySet
+from sentence_transformers import SentenceTransformer, util
+
+SIMILARITY_THRESHOLD = 0.19
+
+# https://www.sbert.net/docs/pretrained_models.html
+# Load the sentence transformer model
+# albert-small-v2 # 43 MB size
+# smaller model
+transformer_model = SentenceTransformer("paraphrase-MiniLM-L3-v2")
+
+
+def query_set_to_pandas_df(queryset: QuerySet) -> pd.DataFrame:
+    """
+    function to convert a django query set to a pandas dataframe
+    """
+
+    return pd.DataFrame.from_records(queryset.values())
+
+
+def __get_similar_barriers(
+    barrier_row: pd.DataFrame, barrier_id: str, df: pd.DataFrame, limit: int
+) -> pd.DataFrame:
+    """
+    function to get similar barriers based on cosine similarity
+    """
+
+    # Obtain embeddings for each processed_text
+    df["embeddings"] = df["barrier_corpus"].apply(
+        lambda x: transformer_model.encode(x, convert_to_tensor=True)
+    )
+
+    # Create a matrix of the embeddings
+    embeddings_matrix = np.vstack(df["embeddings"].to_numpy())
+
+    # Obtain embeddings for title
+    barrier_embeddings = transformer_model.encode(
+        barrier_row["barrier_corpus"].values[0]
+    )
+
+    # Calculate cosine similarity between title and all other processed_text
+    cosine_scores = util.cos_sim(barrier_embeddings, embeddings_matrix)[0]
+
+    # Add cosine scores to dataframe
+    df["similarity"] = cosine_scores
+
+    # Sort dataframe by cosine scores
+    df = df[df["similarity"] > SIMILARITY_THRESHOLD].sort_values(
+        by=["similarity"], ascending=False
+    )
+
+    # removing the barrier itself from the dataframe
+    df = df[df["id"] != barrier_id]
+
+    # trimming the dataframe according to the defined limit
+    return df.head(limit)
+
+
+def get_similar_barriers(
+    values_query_set: QuerySet, barrier_id: str, limit: int
+) -> pd.DataFrame:
+    df = query_set_to_pandas_df(values_query_set)
+
+    # Getting the barrier row from the dataframe
+    barrier_row = df[df["id"] == barrier_id].copy()
+
+    # Check if title exists
+    if barrier_row.empty:
+        raise ValueError("Barrier ID not found in data")
+
+    df = __get_similar_barriers(barrier_row, barrier_id, df, limit)
+
+    return df
diff --git a/api/barriers/serializers/__init__.py b/api/barriers/serializers/__init__.py
index eaa76e717..349f1d09c 100644
--- a/api/barriers/serializers/__init__.py
+++ b/api/barriers/serializers/__init__.py
@@ -1,4 +1,8 @@
-from .barriers import BarrierDetailSerializer, BarrierListSerializer  # noqa
+from .barriers import (  # noqa
+    BarrierDetailSerializer,
+    BarrierListSerializer,
+    BarrierRelatedListSerializer,
+)
 from .csv import BarrierCsvExportSerializer  # noqa
 from .data_workspace import DataWorkspaceSerializer  # noqa
 from .progress_updates import ProgressUpdateSerializer  # noqa
diff --git a/api/barriers/serializers/barriers.py b/api/barriers/serializers/barriers.py
index 3b534868b..4781ae78f 100644
--- a/api/barriers/serializers/barriers.py
+++ b/api/barriers/serializers/barriers.py
@@ -133,3 +133,15 @@ def get_current_valuation_assessment(instance):
             return f"{rating}"
         else:
             return None
+
+
+# TODO : standard list serialiser may suffice and the following not required base on final designs
+class BarrierRelatedListSerializer(serializers.Serializer):
+    summary = serializers.CharField(read_only=True)
+    title = serializers.CharField(read_only=True)
+    id = serializers.UUIDField(read_only=True)
+    reported_on = serializers.DateTimeField(read_only=True)
+    modified_on = serializers.DateTimeField(read_only=True)
+    status = StatusField(required=False)
+    location = serializers.CharField(read_only=True)
+    similarity = serializers.FloatField(read_only=True)
diff --git a/api/barriers/urls.py b/api/barriers/urls.py
index 6e6567c86..38db684e9 100644
--- a/api/barriers/urls.py
+++ b/api/barriers/urls.py
@@ -24,6 +24,7 @@
     PublicBarrierActivity,
     PublicBarrierViewSet,
     barrier_count,
+    related_barriers,
 )
 
 app_name = "barriers"
@@ -175,6 +176,9 @@
         BarrierStatusChangeUnknown.as_view(),
         name="unknown-barrier",
     ),
+    path(
+        "barriers/<uuid:pk>/related-barriers", related_barriers, name="related-barriers"
+    ),
     path("counts", barrier_count, name="barrier-count"),
     path("reports", BarrierReportList.as_view(), name="list-reports"),
     path("reports/<uuid:pk>", BarrierReportDetail.as_view(), name="get-report"),
diff --git a/api/barriers/utils.py b/api/barriers/utils.py
index 8d36783fb..a3a1e4b53 100644
--- a/api/barriers/utils.py
+++ b/api/barriers/utils.py
@@ -6,7 +6,8 @@
 CHARSET = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
 
 
-def random_barrier_reference():
+def random_barrier_reference() -> str:
+
     """
     function to produce a random reference number for barriers
     format: B-YY-XXXX
@@ -14,6 +15,6 @@ def random_barrier_reference():
     """
     dd = datetime.datetime.now()
     ref_code = f"B-{str(dd.year)[-2:]}-"
-    for i in range(settings.REF_CODE_LENGTH):
+    for _ in range(settings.REF_CODE_LENGTH):
         ref_code += CHARSET[randrange(0, len(CHARSET))]
     return ref_code
diff --git a/api/barriers/views.py b/api/barriers/views.py
index 85967fcec..98986dd65 100644
--- a/api/barriers/views.py
+++ b/api/barriers/views.py
@@ -5,7 +5,11 @@
 
 from dateutil.parser import parse
 from django.db import transaction
-from django.db.models import Case, CharField, Count, F, Value, When
+from django.db.models import Case, CharField, Count, F
+from django.db.models import Value
+from django.db.models import Value as V
+from django.db.models import When
+from django.db.models.functions import Concat
 from django.http import JsonResponse, StreamingHttpResponse
 from django.shortcuts import get_object_or_404
 from django.utils import timezone
@@ -34,6 +38,7 @@
     BarrierCsvExportSerializer,
     BarrierDetailSerializer,
     BarrierListSerializer,
+    BarrierRelatedListSerializer,
     BarrierReportSerializer,
     PublicBarrierSerializer,
 )
@@ -66,6 +71,7 @@
 
 from .models import BarrierFilterSet, BarrierProgressUpdate, PublicBarrierFilterSet
 from .public_data import public_release_to_s3
+from .related_barrier import get_similar_barriers
 from .tasks import generate_s3_and_send_email
 
 logger = logging.getLogger(__name__)
@@ -1199,3 +1205,23 @@ def update(self, request, *args, **kwargs):
             instance._prefetched_objects_cache = {}
 
         return Response(serializer.data)
+
+
+@api_view(["GET"])
+def related_barriers(request, pk) -> Response:
+    """
+    Return a list of related barriers
+    """
+    values_query_set = (
+        Barrier.objects.exclude(draft=True)
+        .annotate(
+            barrier_corpus=Concat("title", V(". "), "summary", output_field=CharField())
+        )
+        .values("id", "barrier_corpus")
+    )
+
+    related_barriers_df = get_similar_barriers(values_query_set, pk, limit=20)
+    serializer = BarrierRelatedListSerializer(
+        related_barriers_df.to_dict("records"), many=True
+    )
+    return Response(serializer.data)
diff --git a/docker/local/Dockerfile b/docker/local/Dockerfile
index a012f9f24..e626eb3a3 100644
--- a/docker/local/Dockerfile
+++ b/docker/local/Dockerfile
@@ -28,3 +28,6 @@ RUN pip install --upgrade pip \
     && poetry export --without-hashes -f requirements.txt -o requirements.txt \
     && poetry export --dev --without-hashes -f requirements.txt -o requirements-dev.txt \
     && pip install -r requirements-dev.txt
+
+# install sentence-transformers model for similarity search
+RUN python -c 'from sentence_transformers import SentenceTransformer; model = SentenceTransformer("paraphrase-MiniLM-L3-v2"); model.save(".models")'
diff --git a/poetry.lock b/poetry.lock
index b69828e69..8e36bf4cf 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -509,13 +509,13 @@ crt = ["awscrt (==0.11.24)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.34.16"
+version = "1.34.27"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
-    {file = "botocore_stubs-1.34.16-py3-none-any.whl", hash = "sha256:cd71a578c1d36410e78db39e96b3c90ab88ab2d8079c643b81396c5c8e0c346b"},
-    {file = "botocore_stubs-1.34.16.tar.gz", hash = "sha256:f11369ca8e53c91641390734a4dfce93432e29e5d4d267bcb77ded7d08b18302"},
+    {file = "botocore_stubs-1.34.27-py3-none-any.whl", hash = "sha256:f8000b251e944f66ec58273b78cf64ebf1a7e4648b4006558dd496cfd81311db"},
+    {file = "botocore_stubs-1.34.27.tar.gz", hash = "sha256:eabe02446a12eabd1d098e163743275b61c2c6eaebbed99be5b54db7ef6c7367"},
 ]
 
 [package.dependencies]
@@ -818,6 +818,35 @@ prompt-toolkit = ">=3.0.36"
 [package.extras]
 testing = ["pytest (>=7.2.1)", "pytest-cov (>=4.0.0)", "tox (>=4.4.3)"]
 
+[[package]]
+name = "cmake"
+version = "3.28.1"
+description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
+optional = false
+python-versions = "*"
+files = [
+    {file = "cmake-3.28.1-py2.py3-none-macosx_10_10_universal2.macosx_10_10_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl", hash = "sha256:9c77c47afef821c0044ba73d182c386ab02e92e6bda5296e553c12455a083f29"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2010_i686.manylinux_2_12_i686.whl", hash = "sha256:6a9549755d1178426502753d48949edae9bb0c66f15a07f09904783125beb0e3"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:d0978cdd08c0ebc76f4f8543aba1381a41580dcb9c3bcffb536c41337b75aea1"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:96d506c417d63bbcff19b3e9eaa69fe546456a0ddeffe914bcbb23cceee6818e"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:74c9878c504ccc6ddd5b0914cbe3b86417a36a2c2dfc486040bfdfe63fbbb1ac"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:64d4642c48486bb4320540781a2266c2060929d1e236d6eb2b2c96273e75e958"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:363bd0124d71d7e3d9b1ac9bd1dce1d80ba90f48b264c3bf9dbfcfda875cafc9"},
+    {file = "cmake-3.28.1-py2.py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1be8f351271f8bcbe32288066e5add642d7c32f2f8fec3f135949c2cb13dfac2"},
+    {file = "cmake-3.28.1-py2.py3-none-musllinux_1_1_aarch64.whl", hash = "sha256:3ed193134a4937bad8de2b4f62faebc8c1a4049cd37dad9767db7e7d91a08b52"},
+    {file = "cmake-3.28.1-py2.py3-none-musllinux_1_1_i686.whl", hash = "sha256:6ffb1fdb0b0f7f11271d82b5892c2edc109d561e186f882def095970403e2110"},
+    {file = "cmake-3.28.1-py2.py3-none-musllinux_1_1_ppc64le.whl", hash = "sha256:9ea12ebe4b8266f04d6619ed64860bd6e687522f02caf3131515dd39d614ef00"},
+    {file = "cmake-3.28.1-py2.py3-none-musllinux_1_1_s390x.whl", hash = "sha256:2ad22d897d2ed38544e5ef26ee21c4dccc38e938660cd07497fd6bdba0993ea6"},
+    {file = "cmake-3.28.1-py2.py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:379a730b274f39e5858ef2107861b2727918493347b0ccdd5f62bcbb6a8450d9"},
+    {file = "cmake-3.28.1-py2.py3-none-win32.whl", hash = "sha256:c82bc0eb1495cf518cb4f355b8a73e584e67d53453406c0498bacc454cf6c404"},
+    {file = "cmake-3.28.1-py2.py3-none-win_amd64.whl", hash = "sha256:bb03ed4753185d0c70c0bc3212e5533e20eb2c17fa0ca1e7603b702c6d0db8cf"},
+    {file = "cmake-3.28.1-py2.py3-none-win_arm64.whl", hash = "sha256:40f0671c05ef7eec27c4f53c63630b0b621e40f80ab38607d3a0e3a1f2c9242a"},
+    {file = "cmake-3.28.1.tar.gz", hash = "sha256:0d4051d101d151d8387156c463aa45c8cd0e164f870e0ac0c8c91d3ff08528e1"},
+]
+
+[package.extras]
+test = ["coverage (>=4.2)", "importlib-metadata (>=2.0)", "pytest (>=3.0.3)", "pytest-cov (>=2.4.0)"]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -1386,6 +1415,22 @@ files = [
 python-dateutil = ">=2.4"
 typing-extensions = {version = ">=3.10.0.1", markers = "python_version <= \"3.8\""}
 
+[[package]]
+name = "filelock"
+version = "3.13.1"
+description = "A platform independent file lock."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "filelock-3.13.1-py3-none-any.whl", hash = "sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c"},
+    {file = "filelock-3.13.1.tar.gz", hash = "sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e"},
+]
+
+[package.extras]
+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+typing = ["typing-extensions (>=4.8)"]
+
 [[package]]
 name = "flake8"
 version = "3.8.4"
@@ -1404,18 +1449,53 @@ pyflakes = ">=2.2.0,<2.3.0"
 
 [[package]]
 name = "freezegun"
-version = "1.0.0"
+version = "1.4.0"
 description = "Let your Python tests travel through time"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 files = [
-    {file = "freezegun-1.0.0-py2.py3-none-any.whl", hash = "sha256:02b35de52f4699a78f6ac4518e4cd3390dddc43b0aeb978335a8f270a2d9668b"},
-    {file = "freezegun-1.0.0.tar.gz", hash = "sha256:1cf08e441f913ff5e59b19cc065a8faa9dd1ddc442eaf0375294f344581a0643"},
+    {file = "freezegun-1.4.0-py3-none-any.whl", hash = "sha256:55e0fc3c84ebf0a96a5aa23ff8b53d70246479e9a68863f1fcac5a3e52f19dd6"},
+    {file = "freezegun-1.4.0.tar.gz", hash = "sha256:10939b0ba0ff5adaecf3b06a5c2f73071d9678e507c5eaedb23c761d56ac774b"},
 ]
 
 [package.dependencies]
 python-dateutil = ">=2.7"
 
+[[package]]
+name = "fsspec"
+version = "2023.12.2"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fsspec-2023.12.2-py3-none-any.whl", hash = "sha256:d800d87f72189a745fa3d6b033b9dc4a34ad069f60ca60b943a63599f5501960"},
+    {file = "fsspec-2023.12.2.tar.gz", hash = "sha256:8548d39e8810b59c38014934f6b31e57f40c1b20f911f4cc2b85389c7e9bf0cb"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "gevent"
 version = "23.9.1"
@@ -1601,6 +1681,38 @@ files = [
 djangorestframework = "*"
 mohawk = ">=0.3.4"
 
+[[package]]
+name = "huggingface-hub"
+version = "0.20.3"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "huggingface_hub-0.20.3-py3-none-any.whl", hash = "sha256:d988ae4f00d3e307b0c80c6a05ca6dbb7edba8bba3079f74cda7d9c2e562a7b6"},
+    {file = "huggingface_hub-0.20.3.tar.gz", hash = "sha256:94e7f8e074475fbc67d6a71957b678e1b4a74ff1b64a644fd6cbb83da962d05d"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = ">=2023.5.0"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
 [[package]]
 name = "idna"
 version = "3.6"
@@ -1757,6 +1869,17 @@ files = [
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 ]
 
+[[package]]
+name = "joblib"
+version = "1.3.2"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "jsondiff"
 version = "1.1.2"
@@ -1783,13 +1906,13 @@ deprecated = "*"
 
 [[package]]
 name = "kombu"
-version = "5.3.4"
+version = "5.3.5"
 description = "Messaging library for Python."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -1829,73 +1952,83 @@ files = [
 [package.dependencies]
 marshmallow = "3.19.0"
 
+[[package]]
+name = "lit"
+version = "17.0.6"
+description = "A Software Testing Tool"
+optional = false
+python-versions = "*"
+files = [
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+]
+
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 hiredis = ["hiredis (>=1.0.0)"]
 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"]
 
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+torchhub = ["filelock", "huggingface-hub (>=0.19.3,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.14,<0.19)", "torch (>=1.11,!=1.12.0)", "tqdm (>=4.27)"]
+video = ["av (==9.2.0)", "decord (==0.6.0)"]
+vision = ["Pillow (>=10.0.1,<=15.0)"]
+
+[[package]]
+name = "triton"
+version = "2.0.0"
+description = "A language and compiler for custom Deep Learning operations"
+optional = false
+python-versions = "*"
+files = [
+    {file = "triton-2.0.0-1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:38806ee9663f4b0f7cd64790e96c579374089e58f49aac4a6608121aa55e2505"},
+    {file = "triton-2.0.0-1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:226941c7b8595219ddef59a1fdb821e8c744289a132415ddd584facedeb475b1"},
+    {file = "triton-2.0.0-1-cp36-cp36m-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4c9fc8c89874bc48eb7e7b2107a9b8d2c0bf139778637be5bfccb09191685cfd"},
+    {file = "triton-2.0.0-1-cp37-cp37m-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d2684b6a60b9f174f447f36f933e9a45f31db96cb723723ecd2dcfd1c57b778b"},
+    {file = "triton-2.0.0-1-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9d4978298b74fcf59a75fe71e535c092b023088933b2f1df933ec32615e4beef"},
+    {file = "triton-2.0.0-1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:74f118c12b437fb2ca25e1a04759173b517582fcf4c7be11913316c764213656"},
+    {file = "triton-2.0.0-1-pp37-pypy37_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9618815a8da1d9157514f08f855d9e9ff92e329cd81c0305003eb9ec25cc5add"},
+    {file = "triton-2.0.0-1-pp38-pypy38_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1aca3303629cd3136375b82cb9921727f804e47ebee27b2677fef23005c3851a"},
+    {file = "triton-2.0.0-1-pp39-pypy39_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e3e13aa8b527c9b642e3a9defcc0fbd8ffbe1c80d8ac8c15a01692478dc64d8a"},
+    {file = "triton-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f05a7e64e4ca0565535e3d5d3405d7e49f9d308505bb7773d21fb26a4c008c2"},
+    {file = "triton-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb4b99ca3c6844066e516658541d876c28a5f6e3a852286bbc97ad57134827fd"},
+    {file = "triton-2.0.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47b4d70dc92fb40af553b4460492c31dc7d3a114a979ffb7a5cdedb7eb546c08"},
+    {file = "triton-2.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fedce6a381901b1547e0e7e1f2546e4f65dca6d91e2d8a7305a2d1f5551895be"},
+    {file = "triton-2.0.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75834f27926eab6c7f00ce73aaf1ab5bfb9bec6eb57ab7c0bfc0a23fac803b4c"},
+    {file = "triton-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0117722f8c2b579cd429e0bee80f7731ae05f63fe8e9414acd9a679885fcbf42"},
+    {file = "triton-2.0.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bcd9be5d0c2e45d2b7e6ddc6da20112b6862d69741576f9c3dbaf941d745ecae"},
+    {file = "triton-2.0.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:42a0d2c3fc2eab4ba71384f2e785fbfd47aa41ae05fa58bf12cb31dcbd0aeceb"},
+    {file = "triton-2.0.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:52c47b72c72693198163ece9d90a721299e4fb3b8e24fd13141e384ad952724f"},
+]
+
+[package.dependencies]
+cmake = "*"
+filelock = "*"
+lit = "*"
+torch = "*"
+
+[package.extras]
+tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
 [[package]]
 name = "types-awscrt"
-version = "0.20.0"
+version = "0.20.2"
 description = "Type annotations and code completion for awscrt"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "types_awscrt-0.20.0-py3-none-any.whl", hash = "sha256:e872b65d041687ec7fb49fb4dcb871ff10ade5efeca02722e037a03bff81db7e"},
-    {file = "types_awscrt-0.20.0.tar.gz", hash = "sha256:99778c952e1eae10cc7a53468413001177026c9434345bf00120bb2ea5b79109"},
+    {file = "types_awscrt-0.20.2-py3-none-any.whl", hash = "sha256:7b5ccaaecc030ffe9e28f59e876a3013f401181ff04e0458e961d0bb9c7cdfbd"},
+    {file = "types_awscrt-0.20.2.tar.gz", hash = "sha256:5e29986a4ad3968ac3d82caa85d668d3c66224c9ee78be3fe64bce30dae7b798"},
 ]
 
 [[package]]
@@ -3161,6 +4501,20 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
+[[package]]
+name = "wheel"
+version = "0.42.0"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "wheel-0.42.0-py3-none-any.whl", hash = "sha256:177f9c9b0d45c47873b619f5b650346d632cdc35fb5e4d25058e09c9e581433d"},
+    {file = "wheel-0.42.0.tar.gz", hash = "sha256:c45be39f7882c9d34243236f2d63cbd58039e360f85d0913425fbd7ceea617a8"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
 [[package]]
 name = "whitenoise"
 version = "5.2.0"
@@ -3354,4 +4708,4 @@ testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "776ffa2d01c4e8eb9e08953d703c56b3ca2781aab7f244a8bf84337886381292"
+content-hash = "023b0da15edc8a3a0f97eef9d80a9aebfc89b9d09acdca478b774415d4dae273"
diff --git a/pyproject.toml b/pyproject.toml
index 7a4195e7e..1c92832cb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,7 +55,7 @@ cryptography = "~=41.0.6"
 black = "~=22.3.0"
 boto3-stubs = "~=1.17.86"
 flake8 = "~=3.8.2"
-freezegun = "~=1.0.0"
+freezegun = "~=1.4.0"
 ipython = "8.10.0"
 mock = "~=4.0.1"
 moto = "==2.2.16"
@@ -71,6 +71,13 @@ time-machine = "^2.8.2"
 greenlet = "==3.0.3"
 coverage = "^7.2.7"
 pytest-circleci-parallelized = "^0.1.0"
+# Below are the packages required for the ML models, we keep them in dev-dependencies so they are not put into the
+# requirements.txt file and installed in production - trying to do so causes ALL sorts of issues.
+# instead we install them as part of the .profile script that is ran on the server during deployment.
+sentence-transformers = "2.2.2"
+torch = "2.0.0"
+torchvision = "0.15.1"
+pandas = "2.0.3"
 
 [build-system]
 requires = ["poetry~=1.6.1"]
diff --git a/requirements.txt b/requirements.txt
index 2585d632d..24f5303c0 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,7 @@
+# ======
+# DO NOT EDIT - use pyproject.toml instead!
+# Generated: 2024-01-25_12-59
+# ======
 amqp==5.2.0 ; python_version >= "3.8" and python_version < "4.0"
 asgiref==3.7.2 ; python_version >= "3.8" and python_version < "4.0"
 async-timeout==4.0.3 ; python_version >= "3.8" and python_full_version <= "3.11.2"
@@ -52,14 +56,14 @@ importlib-metadata==4.13.0 ; python_version >= "3.8" and python_version < "4.0"
 iniconfig==2.0.0 ; python_version >= "3.8" and python_version < "4.0"
 jmespath==0.10.0 ; python_version >= "3.8" and python_version < "4.0"
 jwcrypto==1.5.1 ; python_version >= "3.8" and python_version < "4.0"
-kombu==5.3.4 ; python_version >= "3.8" and python_version < "4.0"
+kombu==5.3.5 ; python_version >= "3.8" and python_version < "4.0"
 kubi-ecs-logger==0.1.2 ; python_version >= "3.8" and python_version < "4"
 marshmallow==3.19.0 ; python_version >= "3.8" and python_version < "4"
 mohawk==1.1.0 ; python_version >= "3.8" and python_version < "4.0"
 notifications-python-client==6.0.2 ; python_version >= "3.8" and python_version < "4.0"
 oauthlib==3.2.2 ; python_version >= "3.8" and python_version < "4.0"
 packaging==23.2 ; python_version >= "3.8" and python_version < "4.0"
-pluggy==1.3.0 ; python_version >= "3.8" and python_version < "4.0"
+pluggy==1.4.0 ; python_version >= "3.8" and python_version < "4.0"
 prompt-toolkit==3.0.43 ; python_version >= "3.8" and python_version < "4.0"
 psycopg2-binary==2.9.5 ; python_version >= "3.8" and python_version < "4.0"
 pycparser==2.21 ; python_version >= "3.8" and python_version < "4.0"
diff --git a/tests/barriers/test_activity.py b/tests/barriers/test_activity.py
index a460d324b..ee34ffa64 100644
--- a/tests/barriers/test_activity.py
+++ b/tests/barriers/test_activity.py
@@ -1,7 +1,7 @@
 from unittest.mock import patch
 
+import freezegun
 from django.test import TestCase
-from freezegun import freeze_time
 from notifications_python_client.notifications import NotificationsAPIClient
 from rest_framework import status
 from rest_framework.reverse import reverse
@@ -18,11 +18,13 @@
     StrategicAssessmentFactory,
 )
 
+freezegun.config.configure(extend_ignore_list=["transformers"])
+
 
 class TestActivityView(APITestMixin, TestCase):
     fixtures = ["categories", "documents", "users", "barriers"]
 
-    @freeze_time("2020-03-01")
+    @freezegun.freeze_time("2020-03-01")
     def setUp(self):
         super().setUp()
         self.barrier = Barrier.objects.get(pk="c33dad08-b09c-4e19-ae1a-be47796a8882")
@@ -36,7 +38,7 @@ def setUp(self):
             created_by=self.mock_user,
         )
 
-    @freeze_time("2020-04-01")
+    @freezegun.freeze_time("2020-04-01")
     def test_activity_endpoint(self):
         url = reverse("activity", kwargs={"pk": self.barrier.pk})
         response = self.api_client.get(url)
@@ -59,7 +61,7 @@ def test_activity_endpoint(self):
         self.barrier.title = "New title"
         self.barrier.save()
 
-        with freeze_time("2020-04-02"):
+        with freezegun.freeze_time("2020-04-02"):
             self.barrier.archive(
                 user=self.user, reason="DUPLICATE", explanation="It was a duplicate"
             )
diff --git a/tests/barriers/test_barrier_details.py b/tests/barriers/test_barrier_details.py
index 6733a1ad4..ee5b2f069 100644
--- a/tests/barriers/test_barrier_details.py
+++ b/tests/barriers/test_barrier_details.py
@@ -1,8 +1,8 @@
 import logging
 from datetime import date, datetime, timedelta
 
+import freezegun
 from django.test import TestCase
-from freezegun import freeze_time
 from rest_framework import status
 from rest_framework.reverse import reverse
 from rest_framework.test import APITestCase
@@ -21,6 +21,8 @@
 
 logger = logging.getLogger(__name__)
 
+freezegun.config.configure(extend_ignore_list=["transformers"])
+
 
 class TestBarrierDetails(APITestMixin, APITestCase):
     def setUp(self):
@@ -59,7 +61,7 @@ def test_patch_barrier_status_to_resolved_in_full(self):
         assert status_date == self.barrier.status_date.strftime("%Y-%m-%d")
         assert status_summary == self.barrier.status_summary
 
-    @freeze_time("2020-02-22")
+    @freezegun.freeze_time("2020-02-22")
     def test_unknown_barrier_endpoint_sets_status_to_unknown(self):
         assert 1 == self.barrier.status
         status_summary = "some status summary"
@@ -77,7 +79,7 @@ def test_unknown_barrier_endpoint_sets_status_to_unknown(self):
         assert "2020-02-22" == self.barrier.status_date.strftime("%Y-%m-%d")
         assert status_summary == self.barrier.status_summary
 
-    @freeze_time("2020-02-22")
+    @freezegun.freeze_time("2020-02-22")
     def test_open_in_progress_endpoint_sets_status_to_open_in_progress(self):
         assert 1 == self.barrier.status
         status_summary = "some status summary"
@@ -415,7 +417,7 @@ def setUp(self):
         self.barrier = BarrierFactory()
         self.url = reverse("hibernate-barrier", kwargs={"pk": self.barrier.id})
 
-    @freeze_time("2020-02-22")
+    @freezegun.freeze_time("2020-02-22")
     def test_hibernate_barrier_endpoint_sets_status_to_dormant(self):
         """
         Barrier status should be set to DORMANT when it gets hibernated.
diff --git a/tests/barriers/test_history.py b/tests/barriers/test_history.py
index 7cd4cc3a9..2be285ffd 100644
--- a/tests/barriers/test_history.py
+++ b/tests/barriers/test_history.py
@@ -1,8 +1,8 @@
 import datetime
 import logging
 
+import freezegun
 from django.test import TestCase
-from freezegun import freeze_time
 
 from api.action_plans.models import ActionPlan, ActionPlanTask
 from api.assessment.models import EconomicAssessment
@@ -190,7 +190,7 @@ def test_sectors_history(self):
 class TestPublicBarrierHistory(APITestMixin, TestCase):
     fixtures = ["barriers", "categories", "users"]
 
-    @freeze_time("2020-03-02")
+    @freezegun.freeze_time("2020-03-02")
     def setUp(self):
         super().setUp()
         self.barrier = Barrier.objects.get(pk="c33dad08-b09c-4e19-ae1a-be47796a8882")
diff --git a/tests/barriers/test_inactivity_functions.py b/tests/barriers/test_inactivity_functions.py
index 2c1ca7435..ae6a9feae 100644
--- a/tests/barriers/test_inactivity_functions.py
+++ b/tests/barriers/test_inactivity_functions.py
@@ -1,11 +1,11 @@
 from datetime import timedelta
 from unittest.mock import patch
 
+import freezegun
 from django.conf import settings
 from django.contrib.auth import get_user_model
 from django.test import TestCase
 from django.utils import timezone
-from freezegun import freeze_time
 from notifications_python_client.notifications import NotificationsAPIClient
 
 from api.barriers.models import Barrier
@@ -19,6 +19,8 @@
 from tests.collaboration.factories import TeamMemberFactory
 from tests.user.factories import UserFactoryMixin
 
+freezegun.config.configure(extend_ignore_list=["transformers"])
+
 User = get_user_model()
 
 
@@ -825,27 +827,27 @@ def test_barriers_non_dormant_not_archived(self):
 
     def test_barriers_inactivity_end_to_end(self):
         # Create a barrier, it won't trigger any status updates
-        with freeze_time("2020-01-01"):
+        with freezegun.freeze_time("2020-01-01"):
             time_frozen_barrier = BarrierFactory()
             auto_update_inactive_barrier_status()
             time_frozen_barrier.refresh_from_db()
             assert time_frozen_barrier.status == 1
 
         # Barrier has passed the 6 month mark for general inactivity reminder
-        with freeze_time("2020-07-01"):
+        with freezegun.freeze_time("2020-07-01"):
             send_barrier_inactivity_reminders()
             auto_update_inactive_barrier_status()
             time_frozen_barrier.refresh_from_db()
             assert time_frozen_barrier.status == 1
 
         # Barrier has passed the 18 month mark for auto dormancy
-        with freeze_time("2021-07-01"):
+        with freezegun.freeze_time("2021-07-01"):
             auto_update_inactive_barrier_status()
             time_frozen_barrier.refresh_from_db()
             assert time_frozen_barrier.status == 5
 
         # Barrier has passed the (further) 18 month mark for auto archival
-        with freeze_time("2023-01-02"):
+        with freezegun.freeze_time("2023-01-02"):
             auto_update_inactive_barrier_status()
             time_frozen_barrier.refresh_from_db()
             assert time_frozen_barrier.status == 6
diff --git a/tests/barriers/test_public_barriers.py b/tests/barriers/test_public_barriers.py
index 3062e9f1f..530a84022 100644
--- a/tests/barriers/test_public_barriers.py
+++ b/tests/barriers/test_public_barriers.py
@@ -5,11 +5,11 @@
 
 import boto3
 import dateutil.parser
+import freezegun
 from django.conf import settings
 from django.core.exceptions import ImproperlyConfigured
 from django.test import TestCase, override_settings
 from django.urls import reverse
-from freezegun import freeze_time
 from mock import patch
 from moto import mock_s3
 from rest_framework import status
@@ -34,6 +34,8 @@
 from tests.metadata.factories import CategoryFactory
 from tests.user.factories import UserFactoryMixin
 
+freezegun.config.configure(extend_ignore_list=["transformers"])
+
 
 class PublicBarrierBaseTestCase(UserFactoryMixin, APITestMixin, TestCase):
     def setUp(self):
@@ -283,11 +285,11 @@ def test_pb_list_returns_latest_note_for_items(self):
         url = reverse("public-barriers-list")
         pb1, _ = self.publish_barrier(barrier=self.barrier)
 
-        with freeze_time("2020-02-02"):
+        with freezegun.freeze_time("2020-02-02"):
             _note1 = PublicBarrierNote.objects.create(
                 public_barrier=pb1, text="wibble", created_by=self.mock_user
             )
-        with freeze_time("2020-02-03"):
+        with freezegun.freeze_time("2020-02-03"):
             note2 = PublicBarrierNote.objects.create(
                 public_barrier=pb1, text="wobble", created_by=self.mock_user
             )
@@ -388,7 +390,7 @@ def test_public_barrier_patch_as_sifter(self):
 
         assert status.HTTP_403_FORBIDDEN == response.status_code
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_patch_as_editor(self):
         user = self.create_editor()
         client = self.create_api_client(user=user)
@@ -400,7 +402,7 @@ def test_public_barrier_patch_as_editor(self):
         assert public_title == response.data["title"]
         assert "2020-02-02" == response.data["title_updated_on"].split("T")[0]
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_patch_as_publisher(self):
         """Publishers can patch public barriers"""
         user = self.create_publisher()
@@ -415,7 +417,7 @@ def test_public_barrier_patch_as_publisher(self):
         assert not response.data["summary"]
         assert not response.data["summary_updated_on"]
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_patch_as_admin(self):
         """Admins can patch public barriers"""
         user = self.create_admin()
@@ -430,7 +432,7 @@ def test_public_barrier_patch_as_admin(self):
         assert not response.data["summary"]
         assert not response.data["summary_updated_on"]
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_patch_summary_as_publisher(self):
         """Publishers can patch public barriers"""
         user = self.create_publisher()
@@ -544,7 +546,7 @@ def test_public_barrier_marked_unprepared_as_admin(self):
         assert PublicBarrierStatus.ELIGIBLE == response.data["public_view_status"]
 
     # === IGNORE ALL CHANGES ====
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_ignore_all_changes_as_standard_user(self):
         """Standard users cannot ignore all changes"""
         user = self.create_standard_user()
@@ -556,7 +558,7 @@ def test_public_barrier_ignore_all_changes_as_standard_user(self):
 
         assert status.HTTP_403_FORBIDDEN == response.status_code
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_ignore_all_changes_as_sifter(self):
         """Sifters cannot ignore all changes"""
         user = self.create_sifter()
@@ -568,7 +570,7 @@ def test_public_barrier_ignore_all_changes_as_sifter(self):
 
         assert status.HTTP_403_FORBIDDEN == response.status_code
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_ignore_all_changes_as_editor(self):
         """Editors can ignore all changes"""
         user = self.create_editor()
@@ -582,7 +584,7 @@ def test_public_barrier_ignore_all_changes_as_editor(self):
         assert "2020-02-02" == response.data["summary_updated_on"].split("T")[0]
         assert "2020-02-02" == response.data["title_updated_on"].split("T")[0]
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_ignore_all_changes_as_publisher(self):
         """Publishers can ignore all changes"""
         user = self.create_publisher()
@@ -596,7 +598,7 @@ def test_public_barrier_ignore_all_changes_as_publisher(self):
         assert "2020-02-02" == response.data["summary_updated_on"].split("T")[0]
         assert "2020-02-02" == response.data["title_updated_on"].split("T")[0]
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_public_barrier_ignore_all_changes_as_admin(self):
         """Admins can ignore all changes"""
         user = self.create_admin()
@@ -1487,7 +1489,7 @@ def test_data_json_file_content_task(self):
         assert "barriers" in data.keys()
         assert 2 == len(data["barriers"])
 
-    @freeze_time("2020-05-20")
+    @freezegun.freeze_time("2020-05-20")
     def test_public_serializer(self):
         pb1, _ = self.publish_barrier(user=self.publisher)
         barrier = public_barriers_to_json()[0]
diff --git a/tests/barriers/test_report_details.py b/tests/barriers/test_report_details.py
index e6bb5133e..912c02e1c 100644
--- a/tests/barriers/test_report_details.py
+++ b/tests/barriers/test_report_details.py
@@ -1,4 +1,4 @@
-from freezegun import freeze_time
+import freezegun
 from rest_framework import status
 from rest_framework.reverse import reverse
 
@@ -6,13 +6,15 @@
 from api.core.test_utils import APITestMixin, create_test_user
 from tests.barriers.factories import ReportFactory
 
+freezegun.config.configure(extend_ignore_list=["transformers"])
+
 
 class TestReportDetail(APITestMixin):
     def test_report_gets_reference_code_generated(self):
         report = ReportFactory()
         assert report.code not in ("", None)
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_delete_request_archives_report(self):
         creator = create_test_user(sso_user_id=self.sso_creator["user_id"])
         report = ReportFactory(created_by=creator)
diff --git a/tests/barriers/test_submit_report.py b/tests/barriers/test_submit_report.py
index bc5406eec..09dedcfb4 100644
--- a/tests/barriers/test_submit_report.py
+++ b/tests/barriers/test_submit_report.py
@@ -1,5 +1,5 @@
+import freezegun
 from django.urls import reverse
-from freezegun import freeze_time
 from rest_framework import status
 from rest_framework.test import APITestCase
 
@@ -61,7 +61,7 @@ def test_submit_report_creates_default_members(self):
         assert user.last_name == member["user"]["last_name"]
         assert owner == member["role"]
 
-    @freeze_time("2020-02-22")
+    @freezegun.freeze_time("2020-02-22")
     def test_submit_report_as_half_baked_user(self):
         user1 = create_test_user(
             first_name="", last_name="", email="billy@wibble.com", username=""
@@ -121,7 +121,7 @@ def test_no_interaction_is_created_when_submit_report_fails(self):
 
         assert not Interaction.objects.filter(barrier=report)
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_check_all_fields_after_report_submit_1(self):
         report = MinReportFactory(
             **{
@@ -197,7 +197,7 @@ def test_check_all_fields_after_report_submit_2(self):
         assert 0 == len(response.data["categories"])
         assert response.data["created_on"]
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_report_submit_for_eu_barrier(self):
         report = MinReportFactory(
             **{
@@ -223,7 +223,7 @@ def test_report_submit_for_eu_barrier(self):
         assert "TB00016" == response.data["trading_bloc"]["code"]
         assert response.data["country"] is None
 
-    @freeze_time("2020-02-02")
+    @freezegun.freeze_time("2020-02-02")
     def test_report_submit_for_country_within_eu_barrier(self):
         report = MinReportFactory(
             **{
diff --git a/tests/dataset/test_views.py b/tests/dataset/test_views.py
index 4f4e3e3c6..7c03feb16 100644
--- a/tests/dataset/test_views.py
+++ b/tests/dataset/test_views.py
@@ -1,8 +1,8 @@
 from datetime import datetime
 
+import freezegun
 import time_machine
 from django.contrib.auth.models import Permission
-from freezegun import freeze_time
 from pytz import UTC
 from rest_framework import status
 from rest_framework.reverse import reverse
@@ -38,7 +38,7 @@ def test_list_barriers_count(self):
         assert status.HTTP_200_OK == response.status_code
         assert count == len(response.data["results"])
 
-    @freeze_time("2020-01-25")
+    @freezegun.freeze_time("2020-01-25")
     def test_list_barriers(self):
         spain = "86756b9a-5d95-e211-a939-e4115bead28a"
         adv_engineering = "af959812-6095-e211-a939-e4115bead28a"