diff --git a/.pylintrc b/.pylintrc
index 7343e975..b62bcda4 100644
--- a/.pylintrc
+++ b/.pylintrc
@@ -77,14 +77,14 @@ limit-inference-results=100
 
 # List of plugins (as comma separated values of python module names) to load,
 # usually to register additional checkers.
-load-plugins=pylint.extensions.mccabe,pylint_quotes
+load-plugins=pylint.extensions.mccabe
 
 # Pickle collected data for later comparisons.
 persistent=yes
 
 # Minimum Python version to use for version dependent checks. Will default to
 # the version used to run pylint.
-py-version=3.11
+py-version=3.12
 
 # Discover python modules and packages in the file system subtree.
 recursive=no
@@ -343,11 +343,6 @@ single-line-class-stmt=no
 # else.
 single-line-if-stmt=no
 
-string-quote=double-avoid-escape
-triple-quote=double
-docstring-quote=double
-
-
 [IMPORTS]
 
 # List of modules that can be imported at any level, not just the top level
diff --git a/.python-version b/.python-version
index 0c7d5f5f..35f236d6 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.11.4
+3.12.6
diff --git a/Dockerfile b/Dockerfile
index e4e9534e..52f87b82 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,10 +1,12 @@
-FROM python:3.11-slim
+FROM python:3.12-slim
 
 RUN apt-get update && apt-get install --no-install-recommends -y git \
  && apt-get clean \
  && rm -rf /var/lib/apt/lists/*
 
-RUN pip install "poetry==1.3.2"
+RUN pip install \
+    setuptools \
+    "poetry==1.8.3"
 RUN poetry config virtualenvs.create false
 
 RUN mkdir -p /usr/src/
@@ -13,11 +15,12 @@ WORKDIR /usr/src/
 COPY app /usr/src/app
 COPY api.py poetry.lock pyproject.toml /usr/src/
 
-RUN poetry install --no-dev
+RUN poetry install --only main
 
 EXPOSE 5000
 
-ENV FLASK_APP=api.py
-
-ENTRYPOINT flask run --host 0.0.0.0
-
+CMD ["gunicorn", "api:app", \
+     "--bind", "0.0.0.0:5000", \
+     "--workers", "20", \
+     "--worker-class", "uvicorn.workers.UvicornWorker", \
+     "--timeout", "0"]
diff --git a/Makefile b/Makefile
index 0d6dbb44..71a4cfcb 100644
--- a/Makefile
+++ b/Makefile
@@ -10,7 +10,7 @@ start-ajv:
 	npm run start
 
 run: start-ajv
-	poetry run ./scripts/run_app.sh
+	poetry run python api.py
 
 lint: lint-python
 	npm run lint
diff --git a/README.md b/README.md
index cd2c9488..65e536f8 100644
--- a/README.md
+++ b/README.md
@@ -19,6 +19,14 @@ To run the app:
 ```
 make run
 ```
+If you want to run the app locally using multiple server workers set reload to "False" in the Uvicorn settings in api.py:
+```python
+uvicorn.run("api:app", workers=20, port=5001, reload=False)
+```
+The validator can be called directly in the browser using the "/validate" endpoint and the "url" parameter for the address where the schema is located (eg. GitHub Gist raw json):
+```
+http://localhost:5001/validate?url=...
+```
 
 ## Testing
 
diff --git a/api.py b/api.py
index be364f94..4dc9d69b 100644
--- a/api.py
+++ b/api.py
@@ -1,11 +1,92 @@
-from flask import Flask
+import json
+import os
+from json import JSONDecodeError
+from urllib import error, request
 
-from app.views.status import status_blueprint
-from app.views.validate import validate_blueprint
+import requests
+import uvicorn
+from fastapi import Body, FastAPI, Response
+from requests import RequestException
+from structlog import get_logger
+
+from app.validators.questionnaire_validator import QuestionnaireValidator
+
+app = FastAPI()
+
+
+@app.get("/status")
+async def status():
+    return Response(status_code=200)
+
+
+logger = get_logger()
+
+AJV_HOST = os.getenv("AJV_HOST", "localhost")
+
+AJV_VALIDATOR_URL = f"http://{AJV_HOST}:5002/validate"
+
+
+@app.post("/validate")
+async def validate_schema_request_body(payload=Body(None)):
+    logger.info("Validating schema")
+    return await validate_schema(payload)
+
+
+@app.get("/validate")
+async def validate_schema_from_url(url=None):
+    if url:
+        logger.info("Validating schema from URL", url=url)
+        try:
+            with request.urlopen(url) as opened_url:
+                return await validate_schema(data=opened_url.read().decode())
+        except error.URLError:
+            return Response(
+                status_code=404, content=f"Could not load schema at URL [{url}]"
+            )
+
+
+async def validate_schema(data):
+    json_to_validate = None
+    if data:
+        if isinstance(data, str):
+            try:
+                json_to_validate = json.loads(data)
+            except JSONDecodeError:
+                logger.info("Could not parse JSON", status=400)
+                return Response(status_code=400, content="Could not parse JSON")
+        elif isinstance(data, dict):
+            json_to_validate = data
+
+    response = {}
+    try:
+        ajv_response = requests.post(
+            AJV_VALIDATOR_URL, json=json_to_validate, timeout=10
+        )
+        if ajv_response_dict := ajv_response.json():
+            response["errors"] = ajv_response_dict["errors"]
+            logger.info("Schema validator returned errors", status=400)
+            return response, 400
+
+    except RequestException:
+        logger.info("AJV Schema validator service unavailable")
+        return json.dumps(obj={}, error="AJV Schema validator service unavailable")
+
+    validator = QuestionnaireValidator(json_to_validate)
+    validator.validate()
+
+    if validator.errors:
+        response["errors"] = validator.errors
+        logger.info("Questionnaire validator returned errors", status=400)
+        response = Response(content=json.dumps(response), status_code=400)
+
+        return response
+
+    logger.info("Schema validation passed", status=200)
+
+    response = Response(content=json.dumps(response), status_code=200)
+
+    return response
 
-application = Flask(__name__)
-application.register_blueprint(validate_blueprint)
-application.register_blueprint(status_blueprint)
 
 if __name__ == "__main__":
-    application.run(port=5001)
+    uvicorn.run("api:app", workers=20, port=5001, reload=True)
diff --git a/app/validators/questionnaire_validator.py b/app/validators/questionnaire_validator.py
index a4d4bec6..b8a10cea 100644
--- a/app/validators/questionnaire_validator.py
+++ b/app/validators/questionnaire_validator.py
@@ -96,7 +96,6 @@ def validate_referred_numeric_answer(self, answer, answer_ranges):
     def validate_smart_quotes(self):
         schema_object = SurveySchema(self.schema_element)
 
-        # pylint: disable=invalid-string-quote
         quote_regex = re.compile(r"['|\"]+(?![^{]*})+(?![^<]*>)")
 
         for translatable_item in schema_object.translatable_items:
diff --git a/app/validators/value_source_validator.py b/app/validators/value_source_validator.py
index 9b79ee29..b71177cc 100644
--- a/app/validators/value_source_validator.py
+++ b/app/validators/value_source_validator.py
@@ -25,7 +25,7 @@ class ValueSourceValidator(Validator):
     }
     RESPONSE_METADATA_IDENTIFIERS = ["started_at"]
 
-    def __init__(
+    def __init__(  # pylint: disable=too-many-positional-arguments
         self,
         value_source,
         json_path,
diff --git a/app/views/__init__.py b/app/views/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/app/views/status.py b/app/views/status.py
deleted file mode 100644
index eef6ea47..00000000
--- a/app/views/status.py
+++ /dev/null
@@ -1,8 +0,0 @@
-from flask import Blueprint, Response
-
-status_blueprint = Blueprint("status", __name__)
-
-
-@status_blueprint.route("/status", methods=["GET"])
-def validate_schema():
-    return Response(status=200)
diff --git a/app/views/validate.py b/app/views/validate.py
deleted file mode 100644
index 76911196..00000000
--- a/app/views/validate.py
+++ /dev/null
@@ -1,78 +0,0 @@
-import json
-import os
-import urllib
-from json import JSONDecodeError
-
-import requests
-from flask import Blueprint, Response, jsonify, request
-from requests import RequestException
-from structlog import get_logger
-
-from app.validators.questionnaire_validator import QuestionnaireValidator
-
-logger = get_logger()
-
-validate_blueprint = Blueprint("validate", __name__)
-
-AJV_HOST = os.getenv("AJV_HOST", "localhost")
-
-AJV_VALIDATOR_URL = f"http://{AJV_HOST}:5002/validate"
-
-
-@validate_blueprint.route("/validate", methods=["POST"])
-def validate_schema_request_body():
-    logger.info("Validating schema")
-    return validate_schema(request.data.decode())
-
-
-@validate_blueprint.route("/validate", methods=["GET"])
-def validate_schema_from_url():
-    values = request.args
-    if "url" in values:
-        logger.info("Validating schema from URL", url=values["url"])
-        try:
-            with urllib.request.urlopen(values["url"]) as url:
-                return validate_schema(url.read().decode())
-        except urllib.error.URLError:
-            return (
-                Response(
-                    status=404,
-                    response=f'Could not load schema at URL [{values["url"]}]',
-                ),
-            )
-
-
-def validate_schema(data):
-    try:
-        json_to_validate = json.loads(data)
-    except JSONDecodeError:
-        logger.info("Could not parse JSON", status=400)
-        return Response(status=400, response="Could not parse JSON")
-
-    response = {}
-    try:
-        ajv_response = requests.post(
-            AJV_VALIDATOR_URL, json=json_to_validate, timeout=10
-        )
-        ajv_response_dict = ajv_response.json()
-
-        if ajv_response_dict:
-            response["errors"] = ajv_response_dict["errors"]
-            logger.info("Schema validator returned errors", status=400)
-            return jsonify(response), 400
-
-    except RequestException:
-        logger.info("AJV Schema validator service unavailable")
-        return jsonify(error="AJV Schema validator service unavailable")
-
-    validator = QuestionnaireValidator(json_to_validate)
-    validator.validate()
-
-    if len(validator.errors) > 0:
-        response["errors"] = validator.errors
-        logger.info("Questionnaire validator returned errors", status=400)
-        return jsonify(response), 400
-
-    logger.info("Schema validation passed", status=200)
-
-    return jsonify(response), 200
diff --git a/poetry.lock b/poetry.lock
index 46695a07..15852e4b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,48 +1,75 @@
 # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
-name = "astroid"
-version = "2.15.8"
-description = "An abstract syntax tree for Python with inference support."
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.8"
 files = [
-    {file = "astroid-2.15.8-py3-none-any.whl", hash = "sha256:1aa149fc5c6589e3d0ece885b4491acd80af4f087baafa3fb5203b113e68cd3c"},
-    {file = "astroid-2.15.8.tar.gz", hash = "sha256:6c107453dffee9055899705de3c9ead36e74119cee151e5a9aaf7f0b0e020a6a"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "anyio"
+version = "4.6.2"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.6.2-py3-none-any.whl", hash = "sha256:6caec6b1391f6f6d7b2ef2258d2902d36753149f67478f7df4be8e54d03a8f54"},
+    {file = "anyio-4.6.2.tar.gz", hash = "sha256:f72a7bb3dd0752b3bd8b17a844a019d7fbf6ae218c588f4f9ba1b2f600b12347"},
 ]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
-wrapt = {version = ">=1.14,<2", markers = "python_version >= \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+trio = ["trio (>=0.26.1)"]
+
+[[package]]
+name = "astroid"
+version = "3.3.5"
+description = "An abstract syntax tree for Python with inference support."
+optional = false
+python-versions = ">=3.9.0"
+files = [
+    {file = "astroid-3.3.5-py3-none-any.whl", hash = "sha256:a9d1c946ada25098d790e079ba2a1b112157278f3fb7e718ae6a9252f5835dc8"},
+    {file = "astroid-3.3.5.tar.gz", hash = "sha256:5cfc40ae9f68311075d27ef68a4841bdc5cc7f6cf86671b49f00607d30188e2d"},
+]
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
-version = "2.15.0"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
-    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
 [package.extras]
@@ -50,33 +77,33 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "black"
-version = "24.4.2"
+version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "black-24.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dd1b5a14e417189db4c7b64a6540f31730713d173f0b63e55fabd52d61d8fdce"},
-    {file = "black-24.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e537d281831ad0e71007dcdcbe50a71470b978c453fa41ce77186bbe0ed6021"},
-    {file = "black-24.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:eaea3008c281f1038edb473c1aa8ed8143a5535ff18f978a318f10302b254063"},
-    {file = "black-24.4.2-cp310-cp310-win_amd64.whl", hash = "sha256:7768a0dbf16a39aa5e9a3ded568bb545c8c2727396d063bbaf847df05b08cd96"},
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 [package.dependencies]
@@ -88,129 +115,133 @@ platformdirs = ">=2"
 
 [package.extras]
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-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
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 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
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-]
-
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
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 ]
 
 [package.extras]
@@ -315,13 +356,13 @@ files = [
 
 [[package]]
 name = "dill"
-version = "0.3.8"
+version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
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+    {file = "dill-0.3.9.tar.gz", hash = "sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c"},
 ]
 
 [package.extras]
@@ -329,16 +370,16 @@ graph = ["objgraph (>=1.7.2)"]
 profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
-name = "eq_translations"
-version = "4.9.1"
-description = "Translations infrastructure for EQ Questionnaire Runner"
+name = "eq-translations"
+version = "1.0.0"
+description = "ONS Digital eQ Translations App"
 optional = false
-python-versions = "*"
+python-versions = "^3.12"
 files = []
 develop = false
 
 [package.dependencies]
-babel = "*"
+babel = "==2.14.0"
 jsonpath-rw = "*"
 jsonpointer = "*"
 requests = "*"
@@ -348,8 +389,8 @@ tqdm = "*"
 [package.source]
 type = "git"
 url = "https://github.com/ONSDigital/eq-translations.git"
-reference = "v4.9.2"
-resolved_reference = "e8e433ce55afef4e87052f0a3018543148e949b7"
+reference = "v4.10.0"
+resolved_reference = "6da859996a85b675e32c673d3cc28ccca1dac41c"
 
 [[package]]
 name = "execnet"
@@ -365,55 +406,102 @@ files = [
 [package.extras]
 testing = ["hatch", "pre-commit", "pytest", "tox"]
 
+[[package]]
+name = "fastapi"
+version = "0.113.0"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
+starlette = ">=0.37.2,<0.39.0"
+typing-extensions = ">=4.8.0"
+
+[package.extras]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
+
 [[package]]
 name = "flake8"
-version = "6.1.0"
+version = "7.1.1"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
 files = [
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 ]
 
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 mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.11.0,<2.12.0"
-pyflakes = ">=3.1.0,<3.2.0"
+pycodestyle = ">=2.12.0,<2.13.0"
+pyflakes = ">=3.2.0,<3.3.0"
 
 [[package]]
-name = "flask"
-version = "2.3.3"
-description = "A simple framework for building complex web applications."
+name = "flake8-quotes"
+version = "3.4.0"
+description = "Flake8 lint for quotes."
 optional = false
-python-versions = ">=3.8"
+python-versions = "*"
 files = [
-    {file = "flask-2.3.3-py3-none-any.whl", hash = "sha256:f69fcd559dc907ed196ab9df0e48471709175e696d6e698dd4dbe940f96ce66b"},
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+    {file = "flake8-quotes-3.4.0.tar.gz", hash = "sha256:aad8492fb710a2d3eabe68c5f86a1428de650c8484127e14c43d0504ba30276c"},
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 [package.dependencies]
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-click = ">=8.1.3"
-itsdangerous = ">=2.1.2"
-Jinja2 = ">=3.1.2"
-Werkzeug = ">=2.3.7"
+flake8 = "*"
+setuptools = "*"
+
+[[package]]
+name = "gunicorn"
+version = "22.0.0"
+description = "WSGI HTTP Server for UNIX"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "gunicorn-22.0.0-py3-none-any.whl", hash = "sha256:350679f91b24062c86e386e198a15438d53a7a8207235a78ba1b53df4c4378d9"},
+    {file = "gunicorn-22.0.0.tar.gz", hash = "sha256:4a0b436239ff76fb33f11c07a16482c521a7e09c1ce3cc293c2330afe01bec63"},
+]
+
+[package.dependencies]
+packaging = "*"
 
 [package.extras]
-async = ["asgiref (>=3.2)"]
-dotenv = ["python-dotenv"]
+eventlet = ["eventlet (>=0.24.1,!=0.36.0)"]
+gevent = ["gevent (>=1.4.0)"]
+setproctitle = ["setproctitle"]
+testing = ["coverage", "eventlet", "gevent", "pytest", "pytest-cov"]
+tornado = ["tornado (>=0.2)"]
+
+[[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"
+files = [
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+]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
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+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -439,34 +527,6 @@ files = [
 [package.extras]
 colors = ["colorama (>=0.4.6)"]
 
-[[package]]
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-version = "2.2.0"
-description = "Safely pass data to untrusted environments and back."
-optional = false
-python-versions = ">=3.8"
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-
-[[package]]
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-version = "3.1.4"
-description = "A very fast and expressive template engine."
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-MarkupSafe = ">=2.0"
-
-[package.extras]
-i18n = ["Babel (>=2.7)"]
-
 [[package]]
 name = "jsonpath-rw"
 version = "1.4.0"
@@ -499,13 +559,13 @@ pbr = ">=1.8"
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
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-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
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 ]
 
 [[package]]
@@ -527,121 +587,6 @@ pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
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-python-versions = ">=3.8"
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 name = "pluggy"
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 ]
 
+[package.dependencies]
+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+
 [[package]]
 name = "pyflakes"
-version = "3.1.0"
+version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "pylint"
-version = "2.17.7"
+version = "3.3.1"
 description = "python code static checker"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.9.0"
 files = [
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+    {file = "pylint-3.3.1-py3-none-any.whl", hash = "sha256:2f846a466dd023513240bc140ad2dd73bfc080a5d85a710afdb728c420a5a2b9"},
+    {file = "pylint-3.3.1.tar.gz", hash = "sha256:9f3dcc87b1203e612b78d91a896407787e708b3f189b5fa0b307712d49ff0c6e"},
 ]
 
 [package.dependencies]
-astroid = ">=2.15.8,<=2.17.0-dev0"
+astroid = ">=3.3.4,<=3.4.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-dill = {version = ">=0.3.6", markers = "python_version >= \"3.11\""}
-isort = ">=4.2.5,<6"
+dill = {version = ">=0.3.7", markers = "python_version >= \"3.12\""}
+isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
 tomlkit = ">=0.10.1"
@@ -785,20 +854,6 @@ tomlkit = ">=0.10.1"
 spelling = ["pyenchant (>=3.2,<4.0)"]
 testutils = ["gitpython (>3)"]
 
-[[package]]
-name = "pylint-quotes"
-version = "0.2.3"
-description = "Quote consistency checker for PyLint.."
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
-[package.dependencies]
-pylint = ">=2.8.0"
-
 [[package]]
 name = "pyrsistent"
 version = "0.20.0"
@@ -842,33 +897,33 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "7.4.4"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
+    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
+    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
+pluggy = ">=1.5,<2"
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
-version = "4.1.0"
+version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pytest-cov-4.1.0.tar.gz", hash = "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6"},
-    {file = "pytest_cov-4.1.0-py3-none-any.whl", hash = "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"},
+    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
+    {file = "pytest_cov-5.0.0-py3-none-any.whl", hash = "sha256:4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652"},
 ]
 
 [package.dependencies]
@@ -876,17 +931,17 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "pytest-sugar"
-version = "0.9.7"
+version = "1.0.0"
 description = "pytest-sugar is a plugin for pytest that changes the default look and feel of pytest (e.g. progressbar, show tests that fail instantly)."
 optional = false
 python-versions = "*"
 files = [
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-    {file = "pytest_sugar-0.9.7-py2.py3-none-any.whl", hash = "sha256:8cb5a4e5f8bbcd834622b0235db9e50432f4cbd71fef55b467fe44e43701e062"},
+    {file = "pytest-sugar-1.0.0.tar.gz", hash = "sha256:6422e83258f5b0c04ce7c632176c7732cab5fdb909cb39cca5c9139f81276c0a"},
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 ]
 
 [package.dependencies]
@@ -952,6 +1007,26 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "setuptools"
+version = "75.1.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "setuptools-75.1.0.tar.gz", hash = "sha256:d59a21b17a275fb872a9c3dae73963160ae079f1049ed956880cd7c09b120538"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -963,32 +1038,60 @@ files = [
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 ]
 
+[[package]]
+name = "sniffio"
+version = "1.3.1"
+description = "Sniff out which async library your code is running under"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[[package]]
+name = "starlette"
+version = "0.38.6"
+description = "The little ASGI library that shines."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "starlette-0.38.6.tar.gz", hash = "sha256:863a1588f5574e70a821dadefb41e4881ea451a47a3cd1b4df359d4ffefe5ead"},
+]
+
+[package.dependencies]
+anyio = ">=3.4.0,<5"
+
+[package.extras]
+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
+
 [[package]]
 name = "structlog"
-version = "23.3.0"
+version = "24.4.0"
 description = "Structured Logging for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "structlog-23.3.0-py3-none-any.whl", hash = "sha256:d6922a88ceabef5b13b9eda9c4043624924f60edbb00397f4d193bd754cde60a"},
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 [package.extras]
-dev = ["structlog[tests,typing]"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-mermaid", "sphinxext-opengraph", "twisted"]
+dev = ["freezegun (>=0.2.8)", "mypy (>=1.4)", "pretend", "pytest (>=6.0)", "pytest-asyncio (>=0.17)", "rich", "simplejson", "twisted"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-mermaid", "sphinxext-opengraph", "twisted"]
 tests = ["freezegun (>=0.2.8)", "pretend", "pytest (>=6.0)", "pytest-asyncio (>=0.17)", "simplejson"]
 typing = ["mypy (>=1.4)", "rich", "twisted"]
 
 [[package]]
 name = "termcolor"
-version = "2.4.0"
+version = "2.5.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -996,24 +1099,24 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "tomlkit"
-version = "0.12.5"
+version = "0.13.2"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
 ]
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1025,15 +1128,26 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "typing-extensions"
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "urllib3"
-version = "2.2.2"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1043,102 +1157,24 @@ socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
-name = "werkzeug"
-version = "3.0.3"
-description = "The comprehensive WSGI web application library."
+name = "uvicorn"
+version = "0.30.6"
+description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "uvicorn-0.30.6.tar.gz", hash = "sha256:4b15decdda1e72be08209e860a1e10e92439ad5b97cf44cc945fcbee66fc5788"},
 ]
 
 [package.dependencies]
-MarkupSafe = ">=2.1.1"
+click = ">=7.0"
+h11 = ">=0.8"
 
 [package.extras]
-watchdog = ["watchdog (>=2.3)"]
-
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-]
+standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "6eb843253e190365f220c0fc807b03b7289158825962e17799c8d425e77eaf24"
+python-versions = "^3.12"
+content-hash = "5f3c217aa99ec36924e4c7355359e6fb50d4b8a0a6f242796688bb1512ad731d"
diff --git a/pyproject.toml b/pyproject.toml
index 0a295cce..64f98886 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,25 +8,27 @@ description = "API for questionnaire schema validation"
 authors = ["ONSDigital"]
 
 [tool.poetry.dependencies]
-python = "^3.11"
-Flask = "^2.3.3"
-jsonpointer = "^2.4"
-structlog = "^23.1.0"
-python-dateutil = "^2.8.2"
+python = "^3.12"
+fastapi = "^0.113.0"
+jsonpointer = "^3.0.0"
+structlog = "^24.4.0"
+python-dateutil = "^2.9.0.post0"
 jsonschema = "4.4.0"
 jsonpath-rw = "^1.4.0"
 jsonpath-rw-ext = "^1.2.2"
-eq-translations = {git = "https://github.com/ONSDigital/eq-translations.git", rev = "v4.9.2"}
+uvicorn = "^0.30.6"
+eq-translations = {git = "https://github.com/ONSDigital/eq-translations.git", rev = "v4.10.0"}
+gunicorn = "^22.0.0"
 
 [tool.poetry.dev-dependencies]
-pytest = "^7.4.2"
-flake8 = "^6.1.0"
-pylint = "^2.17.5"
-pylint-quotes = "^0.2.3"
-pytest-cov = "^4.1.0"
-pytest-xdist = "^3.3.1"
-pytest-sugar = "^0.9.4"
-black = "^24.3.0"
+pytest = "^8.3.3"
+flake8 = "^7.1.1"
+pylint = "^3.3.1"
+pytest-cov = "^5.0.0"
+pytest-xdist = "^3.6.1"
+pytest-sugar = "^1.0.0"
+black = "^24.8.0"
+flake8-quotes = "^3.4.0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/scripts/run_app.sh b/scripts/run_app.sh
deleted file mode 100755
index 2b19ccc6..00000000
--- a/scripts/run_app.sh
+++ /dev/null
@@ -1,4 +0,0 @@
-#!/bin/bash
-
-port=${PORT:-5001}
-FLASK_APP=api.py flask run --port $port
\ No newline at end of file
diff --git a/tox.ini b/tox.ini
index a60575d8..1be07dec 100644
--- a/tox.ini
+++ b/tox.ini
@@ -3,3 +3,6 @@
 exclude = node_modules/*,tests/*,src/*
 max-line-length = 160
 ignore = C815,C816,W503,E203
+inline-quotes = double
+multiline-quotes = double
+docstring-quotes = double
\ No newline at end of file