diff --git a/apps/commons/utils.py b/apps/commons/utils.py
index 2e4e155e..b5daa6bb 100644
--- a/apps/commons/utils.py
+++ b/apps/commons/utils.py
@@ -2,8 +2,10 @@
 import itertools
 import re
 import uuid
-from typing import Optional
+from io import BytesIO
+from typing import List, Optional, Tuple
 
+import pymupdf
 from bs4 import BeautifulSoup
 from django.conf import settings
 from django.contrib.postgres.fields import ArrayField
@@ -137,3 +139,27 @@ def map_action_to_permission(action: str, codename: str) -> Optional[str]:
         "partial_update": f"change_{codename}",
         "destroy": f"delete_{codename}",
     }.get(action, None)
+
+
+def extract_text_from_pdf_page(pdf_data: pymupdf.Document, page: int) -> str:
+    return pdf_data[page].get_text()
+
+
+def extract_images_from_pdf_page(
+    pdf_data: pymupdf.Document, page: int
+) -> List[BytesIO]:
+    images = []
+    extracted = pdf_data[page].get_images() or []
+    for image in extracted:
+        data = pdf_data.extract_image(image[0])
+        images.append(BytesIO(data.get("image")))
+    return images
+
+
+def extract_pdf_data(pdf_data: pymupdf.Document) -> Tuple[str, List[BytesIO]]:
+    images = []
+    text = ""
+    for page in range(pdf_data.page_count):
+        images += extract_images_from_pdf_page(pdf_data, page)
+        text += extract_text_from_pdf_page(pdf_data, page)
+    return text, images
diff --git a/apps/projects/utils.py b/apps/projects/utils.py
index 9a0a9a2e..d5edb486 100644
--- a/apps/projects/utils.py
+++ b/apps/projects/utils.py
@@ -1,9 +1,12 @@
 from typing import Any, Dict, Tuple, TypeVar
 
+import pymupdf
 from rest_framework import serializers
 from rest_framework.utils import model_meta
 
+from apps.commons.utils import extract_pdf_data
 from apps.organizations.models import Organization
+from services.mistral.interface import MistralService
 
 from .models import Project
 
@@ -61,3 +64,34 @@ def compute_project_changes(
             changes[attr] = (old, new)
 
     return changes
+
+
+def create_project_from_pdf(pdf_data: pymupdf.Document) -> Project:
+    """Create a Project instance from a PDF file.
+
+    Parameters
+    ----------
+    pdf_data : pymupdf.Document
+        The PDF file to be converted into a Project instance.
+
+    Returns
+    -------
+    Project
+        The Project instance created from the PDF file.
+    """
+    text, images = extract_pdf_data(pdf_data)
+    system = [
+        "CONTEXT : Our user provides a PDF file with the following extracted text.",
+        "OBJECTIVE : We want to turn that text into a project's description.",
+        "STYLE: Similar to the one used in the original text.",
+        "LANGUAGE: Same as the original text.",
+        "AUDIENCE : People that don't know the project and will want to learn about it.",
+        """
+        RESPONSE : A json object with the following keys:
+            - title (str): The title of the project.
+            - description (str): The description of the project.
+        """,
+        "IMPORTANT : DO NOT MAKE UP ANY FACTS, EVEN IF IT MEANS RETURNING VERY LITTLE INFORMATION.",
+    ]
+    prompt = [text]
+    return MistralService.get_json_chat_response(system=system, prompt=prompt)
diff --git a/poetry.lock b/poetry.lock
index 127c3c6c..02bd258d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1260,6 +1260,20 @@ files = [
     {file = "eradicate-2.2.0.tar.gz", hash = "sha256:c329a05def6a4b558dab58bb1b694f5209706b7c99ba174d226dfdb69a5ba0da"},
 ]
 
+[[package]]
+name = "eval-type-backport"
+version = "0.2.0"
+description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "eval_type_backport-0.2.0-py3-none-any.whl", hash = "sha256:ac2f73d30d40c5a30a80b8739a789d6bb5e49fdffa66d7912667e2015d9c9933"},
+    {file = "eval_type_backport-0.2.0.tar.gz", hash = "sha256:68796cfbc7371ebf923f03bdf7bef415f3ec098aeced24e054b253a0e78f7b37"},
+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "executing"
 version = "1.2.0"
@@ -1695,13 +1709,13 @@ pyparsing = {version = ">=2.4.2,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.0.2 || >3.0
 
 [[package]]
 name = "httpx"
-version = "0.25.2"
+version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.25.2-py3-none-any.whl", hash = "sha256:a05d3d052d9b2dfce0e3896636467f8a5342fb2b902c819428e1ac65413ca118"},
-    {file = "httpx-0.25.2.tar.gz", hash = "sha256:8b8fcaa0c8ea7b05edd69a094e63a2094c4efcb48129fb757361bc423c0ad9e8"},
+    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
+    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
 ]
 
 [package.dependencies]
@@ -1716,6 +1730,7 @@ brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
@@ -1849,6 +1864,17 @@ files = [
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
 ]
 
+[[package]]
+name = "jsonpath-python"
+version = "1.0.6"
+description = "A more powerful JSONPath implementation in modern python"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "jsonpath-python-1.0.6.tar.gz", hash = "sha256:dd5be4a72d8a2995c3f583cf82bf3cd1a9544cfdabf2d22595b67aff07349666"},
+    {file = "jsonpath_python-1.0.6-py3-none-any.whl", hash = "sha256:1e3b78df579f5efc23565293612decee04214609208a2335884b3ee3f786b575"},
+]
+
 [[package]]
 name = "jsonschema"
 version = "4.17.3"
@@ -1977,19 +2003,25 @@ files = [
 
 [[package]]
 name = "mistralai"
-version = "0.0.12"
-description = ""
+version = "1.1.0"
+description = "Python Client SDK for the Mistral AI API."
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "mistralai-0.0.12-py3-none-any.whl", hash = "sha256:d489d1f0a31bf0edbe15c6d12f68b943148d2a725a088be0d8a5d4c888f8436c"},
-    {file = "mistralai-0.0.12.tar.gz", hash = "sha256:fe652836146a15bdce7691a95803a32c53c641c5400093447ffa93bf2ed296b2"},
+    {file = "mistralai-1.1.0-py3-none-any.whl", hash = "sha256:eea0938975195f331d0ded12d14e3c982f09f1b68210200ed4ff0c6b9b22d0fb"},
+    {file = "mistralai-1.1.0.tar.gz", hash = "sha256:9d1fe778e0e8c6ddab714e6a64c6096bd39cfe119ff38ceb5019d8e089df08ba"},
 ]
 
 [package.dependencies]
-httpx = ">=0.25.2,<0.26.0"
-orjson = ">=3.9.10,<4.0.0"
-pydantic = ">=2.5.2,<3.0.0"
+eval-type-backport = ">=0.2.0,<0.3.0"
+httpx = ">=0.27.0,<0.28.0"
+jsonpath-python = ">=1.0.6,<2.0.0"
+pydantic = ">=2.9.0,<3.0.0"
+python-dateutil = "2.8.2"
+typing-inspect = ">=0.9.0,<0.10.0"
+
+[package.extras]
+gcp = ["google-auth (==2.27.0)", "requests (>=2.32.3,<3.0.0)"]
 
 [[package]]
 name = "mixpanel-utils"
@@ -2074,65 +2106,6 @@ rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
 signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
-[[package]]
-name = "orjson"
-version = "3.9.15"
-description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
-optional = false
-python-versions = ">=3.8"
-files = [
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-]
-
 [[package]]
 name = "packaging"
 version = "23.1"
@@ -2510,109 +2483,120 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.6.0"
+version = "2.9.2"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pydantic-2.6.0-py3-none-any.whl", hash = "sha256:1440966574e1b5b99cf75a13bec7b20e3512e8a61b894ae252f56275e2c465ae"},
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+    {file = "pydantic-2.9.2-py3-none-any.whl", hash = "sha256:f048cec7b26778210e28a0459867920654d48e5e62db0958433636cde4254f12"},
+    {file = "pydantic-2.9.2.tar.gz", hash = "sha256:d155cef71265d1e9807ed1c32b4c8deec042a44a50a4188b25ac67ecd81a9c0f"},
 ]
 
 [package.dependencies]
-annotated-types = ">=0.4.0"
-pydantic-core = "2.16.1"
-typing-extensions = ">=4.6.1"
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+    {file = "PyMuPDF-1.24.10-cp311-none-manylinux2014_x86_64.whl", hash = "sha256:c0d1ccdc062ea9961063790831e838bc43fcf9a8436a8b9f55898addf97c0f86"},
+    {file = "PyMuPDF-1.24.10-cp311-none-musllinux_1_2_x86_64.whl", hash = "sha256:f68671363be5a2ba104ab7d3bad821d2994cbe3f3408538bbc27d32e6dc9f923"},
+    {file = "PyMuPDF-1.24.10-cp311-none-win32.whl", hash = "sha256:49f83556cd1a7d05b36a54ccc01fce324da8a4e6854e36cc5cd94d321e428565"},
+    {file = "PyMuPDF-1.24.10-cp311-none-win_amd64.whl", hash = "sha256:05b8d360766b87f4abd186eba16a56b92bae513b2361b13f633fe6256329292e"},
+    {file = "PyMuPDF-1.24.10-cp312-none-macosx_10_9_x86_64.whl", hash = "sha256:f323aa7bb55e0214e632bfe24fa140bd5dcfeac2d3977bdce46e760385140513"},
+    {file = "PyMuPDF-1.24.10-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:50d2972558d25ce46a8634b58787b28dbeff9b3fe4299530fc9c8c9921061e83"},
+    {file = "PyMuPDF-1.24.10-cp312-none-manylinux2014_aarch64.whl", hash = "sha256:0e3969c2fdff682b3b2c6a2b463adde068d6d8e20e2133ef6c8503469259646a"},
+    {file = "PyMuPDF-1.24.10-cp312-none-manylinux2014_x86_64.whl", hash = "sha256:cd78ee1ebefdfe72bc36fd4b731cc8c694eb8ef5337d8ea956b0e94cd88751fc"},
+    {file = "PyMuPDF-1.24.10-cp312-none-musllinux_1_2_x86_64.whl", hash = "sha256:696eed91d2ee44e76277dfeb6bd904c84ae005378588949df6ed9be9e03b9817"},
+    {file = "PyMuPDF-1.24.10-cp312-none-win32.whl", hash = "sha256:1e5413e1aeab2f18e1ca1b3ff17057a4a7c5cbf4ff14abc93203da88fc1a1dd8"},
+    {file = "PyMuPDF-1.24.10-cp312-none-win_amd64.whl", hash = "sha256:227a4473fce8fa32b9268da68781048795503b67dc045867fc201e1334204bf1"},
+    {file = "PyMuPDF-1.24.10-cp38-none-macosx_10_9_x86_64.whl", hash = "sha256:738baea1e9f9f1df1da6ae9f5699fc96dcad58043c34ddecb69d3840c396dfb5"},
+    {file = "PyMuPDF-1.24.10-cp38-none-macosx_11_0_arm64.whl", hash = "sha256:bbd618078c2caab742d34291bd4a4c660981bef3988dfaaadf5d534081abd8ec"},
+    {file = "PyMuPDF-1.24.10-cp38-none-manylinux2014_aarch64.whl", hash = "sha256:ccda6f26985347e9f52444c64b35e243f03d8c51106e8c0709f0b0c0b80b669a"},
+    {file = "PyMuPDF-1.24.10-cp38-none-manylinux2014_x86_64.whl", hash = "sha256:d31c09e2af29f778249fe93beb4e44657ed2c0f385ccd5906e84b2b6a747ba9a"},
+    {file = "PyMuPDF-1.24.10-cp38-none-musllinux_1_2_x86_64.whl", hash = "sha256:dda94921c9daf0416fe77b1366200c970a1b8519f826c30be7148df6a147eb1a"},
+    {file = "PyMuPDF-1.24.10-cp38-none-win32.whl", hash = "sha256:8ccb72a67386affe170a36e1a145f0a05daf1df9856130cedf4371015b66acc3"},
+    {file = "PyMuPDF-1.24.10-cp38-none-win_amd64.whl", hash = "sha256:634b22c0465dc9e415acea35f98c189391c6685ed943d489c069af7a72d1f8da"},
+    {file = "PyMuPDF-1.24.10-cp39-none-macosx_10_9_x86_64.whl", hash = "sha256:903b61b70952368d262603abc4b0cbe06a557872003f92bb8db4b6e608ff0817"},
+    {file = "PyMuPDF-1.24.10-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:c3405e120249e2849daac4d52e25433bb0b5da4695ce8edea6cfb9cc819985c4"},
+    {file = "PyMuPDF-1.24.10-cp39-none-manylinux2014_aarch64.whl", hash = "sha256:5608a60c601ab34988f96ce122d7c19d0773e57e7bbb30c7b3ced1f5b0da74cf"},
+    {file = "PyMuPDF-1.24.10-cp39-none-manylinux2014_x86_64.whl", hash = "sha256:2e95f5c379dc086eaa5a2af73f2e62a0bae95e05b19963603cdf800ca51e65a6"},
+    {file = "PyMuPDF-1.24.10-cp39-none-musllinux_1_2_x86_64.whl", hash = "sha256:e6a6458a3a6e7ec371176be17535825ca860d8eab5f8999958b2ac639777df5f"},
+    {file = "PyMuPDF-1.24.10-cp39-none-win32.whl", hash = "sha256:c8db06b0d5fbcf9b0e8949415771bd4771c820f43b052b42bce2db44c100e384"},
+    {file = "PyMuPDF-1.24.10-cp39-none-win_amd64.whl", hash = "sha256:be120588a1d41220a60d899c43600e537d1bdb73612e0230378d14df40498658"},
+    {file = "PyMuPDF-1.24.10.tar.gz", hash = "sha256:bd3ebd6d3fb8a845582098362f885bfb0a31ae4272587efc2c55c5e29fe7327a"},
+]
+
+[package.dependencies]
+PyMuPDFb = "1.24.10"
+
+[[package]]
+name = "pymupdfb"
+version = "1.24.10"
+description = "MuPDF shared libraries for PyMuPDF."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "PyMuPDFb-1.24.10-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:cd6b24630d90dce9ab3e59d06c5e616686f8d7ec626be1311721fcb062aa0078"},
+    {file = "PyMuPDFb-1.24.10-py3-none-macosx_11_0_arm64.whl", hash = "sha256:fda2c34b206f724b1b5685b67188e2a57bcaa5c99bc40a0a5bc62057514c5cdf"},
+    {file = "PyMuPDFb-1.24.10-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:4f50a7472f9bb10cbc7a1cd589ee4626ca030b8a4a02749f9a29eb6f00c0e0db"},
+    {file = "PyMuPDFb-1.24.10-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:409f1270ef2e70d845e80149ff3db9cfed578274042316cba55cc3e3882421ea"},
+    {file = "PyMuPDFb-1.24.10-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:aca96b6e9ee3096a26810592f4d899f4d3cf3cf0c902ae7e8cca09bce4d946c4"},
+    {file = "PyMuPDFb-1.24.10-py3-none-win32.whl", hash = "sha256:2d231b42fe3bf79837df235e7fbdf7ff8b46bf4ca1346d0f0124fb1cdd343ce8"},
+    {file = "PyMuPDFb-1.24.10-py3-none-win_amd64.whl", hash = "sha256:27ea65c701608b6b7632703339ca33ea6d513843b26dbe9bdefb2f56f7b9b196"},
+    {file = "PyMuPDFb-1.24.10.tar.gz", hash = "sha256:007b91fa9b528c5c0eecea2e49c486ac02e878274f9e31522bdd948adc5f8327"},
+]
+
 [[package]]
 name = "pyparsing"
 version = "3.0.9"
@@ -3169,6 +3218,21 @@ files = [
     {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
+    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
+    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "tzdata"
 version = "2023.3"
@@ -3249,4 +3313,4 @@ brotli = ["Brotli"]
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.12"
-content-hash = "ba90fbed65ed32e3d843b66402c5c021fafd574167bca6ef0a8ac7ae4fe708c8"
+content-hash = "d87bf76490f024355fa8c51ee522166ef5ec30dc68ed5812d2c5830f6f3483dd"
diff --git a/pyproject.toml b/pyproject.toml
index 410d2a03..96a10ae5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,8 +50,9 @@ parameterized = "^0.9.0"
 django-prometheus = "^2.3.1"
 pymediawiki = "^0.7.4"
 pgvector = "^0.2.4"
-mistralai = "^0.0.12"
+mistralai = "^1.1.0"
 setuptools = "^74.1.1"
+pymupdf = "^1.24.10"
 
 [tool.poetry.dev-dependencies]
 bandit = "^1.7.3"
diff --git a/services/mistral/interface.py b/services/mistral/interface.py
index 62081365..24dc7c41 100644
--- a/services/mistral/interface.py
+++ b/services/mistral/interface.py
@@ -1,32 +1,50 @@
-from typing import List
+import json
+from typing import Any, Dict, List
 
 from django.conf import settings
-from mistralai.client import MistralClient
-from mistralai.models.chat_completion import ChatMessage
+from mistralai import Mistral
 
 
 class MistralService:
-    service = MistralClient(api_key=settings.MISTRAL_API_KEY)
+    service = Mistral(api_key=settings.MISTRAL_API_KEY)
 
     @classmethod
     def get_chat_response(cls, system: List[str], prompt: List[str], **kwargs) -> str:
         """
         Get the chat response from Mistral API.
         """
-        system = [ChatMessage(role="system", content=message) for message in system]
-        prompt = [ChatMessage(role="user", content=message) for message in prompt]
-        response = cls.service.chat(
-            model="mistral-small", messages=system + prompt, **kwargs
+        messages = [
+            *[{"content": message, "role": "system"} for message in system],
+            *[{"content": message, "role": "user"} for message in prompt],
+        ]
+        response = cls.service.chat.complete(
+            model="mistral-small", messages=messages, **kwargs
         )
         return "\n".join([choice.message.content for choice in response.choices])
 
+    @classmethod
+    def get_json_chat_response(
+        cls, system: List[str], prompt: List[str], **kwargs
+    ) -> Dict[str, Any]:
+        messages = [
+            *[{"content": message, "role": "system"} for message in system],
+            *[{"content": message, "role": "user"} for message in prompt],
+        ]
+        response = cls.service.chat.complete(
+            model="mistral-small",
+            messages=messages,
+            response_format={"type": "json_object"},
+            **kwargs
+        )
+        return json.loads(response.choices[0].message.content)
+
     @classmethod
     def get_embedding(cls, prompt: str) -> List[float]:
         """
         Get the prompt's vector in 1024 dimensions from Mistral API.
         """
-        response = cls.service.embeddings(
+        response = cls.service.embeddings.create(
             model="mistral-embed",
-            input=[prompt],
+            inputs=[prompt],
         )
         return response.data[0].embedding
diff --git a/services/mistral/testcases.py b/services/mistral/testcases.py
index 39b7da52..51932fd0 100644
--- a/services/mistral/testcases.py
+++ b/services/mistral/testcases.py
@@ -2,14 +2,14 @@
 from typing import List
 
 from faker import Faker
-from mistralai.models.chat_completion import (
+from mistralai.models import (
+    AssistantMessage,
+    ChatCompletionChoice,
     ChatCompletionResponse,
-    ChatCompletionResponseChoice,
-    ChatMessage,
-    FinishReason,
+    EmbeddingResponse,
+    EmbeddingResponseData,
     UsageInfo,
 )
-from mistralai.models.embeddings import EmbeddingObject, EmbeddingResponse
 
 faker = Faker()
 
@@ -22,13 +22,13 @@ def chat_response_mocked_return(self, messages: List[str]):
             created=int(datetime.now().timestamp()),
             model="mistral-small",
             choices=[
-                ChatCompletionResponseChoice(
+                ChatCompletionChoice(
                     index=0,
-                    message=ChatMessage(
+                    message=AssistantMessage(
                         role="assistant",
                         content=message,
                     ),
-                    finish_reason=FinishReason.stop,
+                    finish_reason="stop",
                 )
                 for message in messages
             ],
@@ -45,7 +45,7 @@ def embedding_response_mocked_return(self, embedding: List[float]):
             object="list",
             model="mistral-embed",
             data=[
-                EmbeddingObject(
+                EmbeddingResponseData(
                     object="embedding",
                     embedding=embedding,
                     index=0,
diff --git a/services/mistral/tests/interface/test_mistral_service.py b/services/mistral/tests/interface/test_mistral_service.py
index 644a6fd4..9789e933 100644
--- a/services/mistral/tests/interface/test_mistral_service.py
+++ b/services/mistral/tests/interface/test_mistral_service.py
@@ -10,7 +10,7 @@
 
 
 class MistralServiceTestCase(JwtAPITestCase, MistralTestCaseMixin):
-    @patch("services.mistral.interface.MistralService.service.chat")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
     def test_get_chat_response(self, mocked):
         messages = [faker.sentence() for _ in range(3)]
         mocked.return_value = self.chat_response_mocked_return(messages)
@@ -20,7 +20,7 @@ def test_get_chat_response(self, mocked):
         )
         self.assertEqual(response, "\n".join(messages))
 
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_get_embedding(self, mocked):
         embedding = [faker.pyfloat(min_value=0, max_value=1) for _ in range(1024)]
         mocked.return_value = self.embedding_response_mocked_return(embedding)
diff --git a/services/mistral/tests/models/test_project_embedding.py b/services/mistral/tests/models/test_project_embedding.py
index a5d53b87..43452537 100644
--- a/services/mistral/tests/models/test_project_embedding.py
+++ b/services/mistral/tests/models/test_project_embedding.py
@@ -46,8 +46,8 @@ def setUpTestData(cls) -> None:
         super().setUpTestData()
         cls.organization = OrganizationFactory()
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_with_description(self, mocked_embeddings, mocked_chat):
         project = ProjectFactory(
             description=faker.text(), organizations=[self.organization]
@@ -62,8 +62,8 @@ def test_vectorize_with_description(self, mocked_embeddings, mocked_chat):
         self.assertEqual(embedding.embedding, vector)
         self.assertNotEqual(embedding.prompt_hashcode, "")
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_with_blog_entries(self, mocked_embeddings, mocked_chat):
         project = ProjectFactory(description="", organizations=[self.organization])
         embedding = ProjectEmbeddingFactory(item=project)
@@ -77,8 +77,8 @@ def test_vectorize_with_blog_entries(self, mocked_embeddings, mocked_chat):
         self.assertEqual(embedding.embedding, vector)
         self.assertNotEqual(embedding.prompt_hashcode, "")
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_not_visible(self, mocked_embeddings, mocked_chat):
         project = ProjectFactory(description="", organizations=[self.organization])
         embedding = ProjectEmbeddingFactory(item=project)
diff --git a/services/mistral/tests/models/test_user_embedding.py b/services/mistral/tests/models/test_user_embedding.py
index 08621d66..eb3a6e6b 100644
--- a/services/mistral/tests/models/test_user_embedding.py
+++ b/services/mistral/tests/models/test_user_embedding.py
@@ -62,8 +62,8 @@ def setUpTestData(cls) -> None:
         super().setUpTestData()
         cls.organization = OrganizationFactory()
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_user_embedding(self, mocked_embeddings, mocked_chat):
         project_1 = ProjectFactory(organizations=[self.organization])
         project_2 = ProjectFactory(organizations=[self.organization])
diff --git a/services/mistral/tests/models/test_user_profile_embedding.py b/services/mistral/tests/models/test_user_profile_embedding.py
index e55db026..406368f9 100644
--- a/services/mistral/tests/models/test_user_profile_embedding.py
+++ b/services/mistral/tests/models/test_user_profile_embedding.py
@@ -43,8 +43,8 @@ def test_set_visibility_not_visible(self):
 
 
 class VectorizeUserProfileTestCase(JwtAPITestCase, MistralTestCaseMixin):
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_with_personal_description(self, mocked_embeddings, mocked_chat):
         user = UserFactory(
             personal_description=faker.text(), professional_description=""
@@ -59,8 +59,8 @@ def test_vectorize_with_personal_description(self, mocked_embeddings, mocked_cha
         self.assertEqual(embedding.embedding, vector)
         self.assertNotEqual(embedding.prompt_hashcode, "")
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_with_professional_description(
         self, mocked_embeddings, mocked_chat
     ):
@@ -81,8 +81,8 @@ def test_vectorize_with_professional_description(
         self.assertEqual(embedding.embedding, vector)
         self.assertNotEqual(embedding.prompt_hashcode, "")
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_with_skills(self, mocked_embeddings, mocked_chat):
         user = UserFactory(personal_description="", professional_description="")
         embedding = UserProfileEmbeddingFactory(item=user)
@@ -96,8 +96,8 @@ def test_vectorize_with_skills(self, mocked_embeddings, mocked_chat):
         self.assertEqual(embedding.embedding, vector)
         self.assertNotEqual(embedding.prompt_hashcode, "")
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_vectorize_not_visible(self, mocked_embeddings, mocked_chat):
         user = UserFactory(personal_description="", professional_description="")
         embedding = UserProfileEmbeddingFactory(item=user)
diff --git a/services/mistral/tests/views/test_recommended_users.py b/services/mistral/tests/views/test_recommended_users.py
index d57baea8..b86da2e4 100644
--- a/services/mistral/tests/views/test_recommended_users.py
+++ b/services/mistral/tests/views/test_recommended_users.py
@@ -251,8 +251,8 @@ def test_user_recommended_random_users(self, role, retrieved_users):
             [self.users[user].id for user in retrieved_users[:2]],
         )
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_get_recommended_users_create_embedding_vector(
         self, mocked_embeddings, mocked_chat
     ):
@@ -277,8 +277,8 @@ def test_get_recommended_users_create_embedding_vector(
             [self.users[user].id for user in ["org", "private", "public_2", "public"]],
         )
 
-    @patch("services.mistral.interface.MistralService.service.chat")
-    @patch("services.mistral.interface.MistralService.service.embeddings")
+    @patch("services.mistral.interface.MistralService.service.chat.complete")
+    @patch("services.mistral.interface.MistralService.service.embeddings.create")
     def test_get_recommended_users_create_embedding_object(
         self, mocked_embeddings, mocked_chat
     ):