diff --git a/docs/DEPLOYMENT.md b/docs/DEPLOYMENT.md
index fbd94e7..91701d4 100644
--- a/docs/DEPLOYMENT.md
+++ b/docs/DEPLOYMENT.md
@@ -1,18 +1,6 @@
 # Deployment
 
-## Azure
-Create and set the environment variables based on `.env.template`. Make sure 
+Note on the container: Create and set the environment variables based on `.env.template`. Make sure 
 `FINESSE_BACKEND_DEBUG_MODE` is NOT set to `True` in PRODUCTION builds.
 
-Build (do this from your WSL Ubuntu where Docker is already installed):
-
-```
-docker build -t finesse-backend .
-```
-
-test locally:
-
-```
-export PORT=<your_port_here>
-docker run -p $PORT:$PORT -e PORT=$PORT --env-file .env finesse-backend
-```
+Refer to the [infrastructure repository](https://github.com/ai-cfia/infra) for a Kubernetes deployment. The secrets (in this case environment variables) are managed with Hashicorp Vault.
\ No newline at end of file
diff --git a/docs/USAGE.md b/docs/USAGE.md
index 7d0e0eb..3d073d0 100644
--- a/docs/USAGE.md
+++ b/docs/USAGE.md
@@ -1,24 +1,56 @@
-## Running and testing the API
-Create and set the environment variables based on `.env.template`.
+# Running and testing the API locally
+
+## With your local environment
+
+Create and set the environment variables based on `.env.template`. You will need to create a `.env` file.
 
 Running:
 
-```
+```bash
 flask run -h 0.0.0.0 --debug
 ```
 
 Alternatively, set the `FINESSE_BACKEND_DEBUG_MODE` environment variable to 
-`True` and 
-run:
-```
+`True` and run:
+
+```bash
 python run.py
 ```
 
-Query from the command-line:
+## With docker
+
+Create and set the environment variables based on `.env.template`. You will need to create a `.env` file.
+
+Build the container:
+
+```bash
+docker build -t finesse-backend .
+```
+
+Deploy the container locally:
 
+```bash
+docker run -p 5000:5000 -e PORT=$PORT --env-file .env finesse-backend
 ```
-curl -X POST http://localhost:5000/search --data '{"query": "is e.coli a virus 
-or bacteria?"}' -H "Content-Type: application/json"
+
+## Check if the API is working properly
+
+Test the path: `/search/static`
+
+```bash
+curl -X POST http://localhost:5000/search/static --data '{"query": "is e.coli a virus or bacteria?"}' -H "Content-Type: application/json"
+```
+
+Test the path: `/search/azure`
+
+```bash
+curl -X POST http://localhost:5000/search/azure --data '{"query": "is e.coli a virus or bacteria?"}' -H "Content-Type: application/json"
+```
+
+Test the path: `/search/ailab`
+
+```bash
+curl -X POST http://localhost:5000/search/ailab --data '{"query": "is e.coli a virus or bacteria?"}' -H "Content-Type: application/json"
 ```
 
 JSON structure explanation:
@@ -30,4 +62,4 @@ JSON structure explanation:
 - title: The title of the document.
 - content: The main content or body of the document.
 - subtitle: The title or titles extracted from the snippet.
-- last_updated: The last modified date of the document.
+- last_updated: The last modified date of the document.
\ No newline at end of file