diff --git a/Cargo.lock b/Cargo.lock
index 3c728f348..e40bbd4fd 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -55,7 +55,7 @@ dependencies = [
  "encoding_rs",
  "flate2",
  "futures-core",
- "h2",
+ "h2 0.3.26",
  "http 0.2.11",
  "httparse",
  "httpdate",
@@ -456,6 +456,12 @@ dependencies = [
  "critical-section",
 ]
 
+[[package]]
+name = "atomic-waker"
+version = "1.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1505bd5d3d116872e7271a6d4e16d81d0c8570876c8de68093a09ac269d8aac0"
+
 [[package]]
 name = "autocfg"
 version = "1.2.0"
@@ -1338,6 +1344,24 @@ dependencies = [
  "syn 2.0.60",
 ]
 
+[[package]]
+name = "deadpool"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fb84100978c1c7b37f09ed3ce3e5f843af02c2a2c431bae5b19230dad2c1b490"
+dependencies = [
+ "async-trait",
+ "deadpool-runtime",
+ "num_cpus",
+ "tokio",
+]
+
+[[package]]
+name = "deadpool-runtime"
+version = "0.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "092966b41edc516079bdf31ec78a2e0588d1d0c08f78b91d8307215928642b2b"
+
 [[package]]
 name = "debugid"
 version = "0.8.0"
@@ -2213,6 +2237,25 @@ dependencies = [
  "tracing",
 ]
 
+[[package]]
+name = "h2"
+version = "0.4.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fa82e28a107a8cc405f0839610bdc9b15f1e25ec7d696aa5cf173edbcb1486ab"
+dependencies = [
+ "atomic-waker",
+ "bytes",
+ "fnv",
+ "futures-core",
+ "futures-sink",
+ "http 1.0.0",
+ "indexmap",
+ "slab",
+ "tokio",
+ "tokio-util",
+ "tracing",
+]
+
 [[package]]
 name = "half"
 version = "1.8.2"
@@ -2378,6 +2421,29 @@ dependencies = [
  "pin-project-lite",
 ]
 
+[[package]]
+name = "http-body"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1cac85db508abc24a2e48553ba12a996e87244a0395ce011e62b37158745d643"
+dependencies = [
+ "bytes",
+ "http 1.0.0",
+]
+
+[[package]]
+name = "http-body-util"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "793429d76616a256bcb62c2a2ec2bed781c8307e797e2598c50010f2bee2544f"
+dependencies = [
+ "bytes",
+ "futures-util",
+ "http 1.0.0",
+ "http-body 1.0.0",
+ "pin-project-lite",
+]
+
 [[package]]
 name = "httparse"
 version = "1.8.0"
@@ -2400,9 +2466,9 @@ dependencies = [
  "futures-channel",
  "futures-core",
  "futures-util",
- "h2",
+ "h2 0.3.26",
  "http 0.2.11",
- "http-body",
+ "http-body 0.4.5",
  "httparse",
  "httpdate",
  "itoa",
@@ -2414,6 +2480,27 @@ dependencies = [
  "want",
 ]
 
+[[package]]
+name = "hyper"
+version = "1.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fe575dd17d0862a9a33781c8c4696a55c320909004a67a00fb286ba8b1bc496d"
+dependencies = [
+ "bytes",
+ "futures-channel",
+ "futures-util",
+ "h2 0.4.5",
+ "http 1.0.0",
+ "http-body 1.0.0",
+ "httparse",
+ "httpdate",
+ "itoa",
+ "pin-project-lite",
+ "smallvec",
+ "tokio",
+ "want",
+]
+
 [[package]]
 name = "hyper-rustls"
 version = "0.24.1"
@@ -2422,12 +2509,27 @@ checksum = "8d78e1e73ec14cf7375674f74d7dde185c8206fd9dea6fb6295e8a98098aaa97"
 dependencies = [
  "futures-util",
  "http 0.2.11",
- "hyper",
+ "hyper 0.14.27",
  "rustls 0.21.12",
  "tokio",
  "tokio-rustls",
 ]
 
+[[package]]
+name = "hyper-util"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7b875924a60b96e5d7b9ae7b066540b1dd1cbd90d1828f54c92e02a283351c56"
+dependencies = [
+ "bytes",
+ "futures-util",
+ "http 1.0.0",
+ "http-body 1.0.0",
+ "hyper 1.3.1",
+ "pin-project-lite",
+ "tokio",
+]
+
 [[package]]
 name = "ident_case"
 version = "1.0.1"
@@ -3352,6 +3454,7 @@ dependencies = [
  "urlencoding",
  "uuid",
  "walkdir",
+ "wiremock",
  "yaup",
  "zip",
 ]
@@ -4348,10 +4451,10 @@ dependencies = [
  "encoding_rs",
  "futures-core",
  "futures-util",
- "h2",
+ "h2 0.3.26",
  "http 0.2.11",
- "http-body",
- "hyper",
+ "http-body 0.4.5",
+ "hyper 0.14.27",
  "hyper-rustls",
  "ipnet",
  "js-sys",
@@ -6031,6 +6134,30 @@ dependencies = [
  "windows-sys 0.48.0",
 ]
 
+[[package]]
+name = "wiremock"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec874e1eef0df2dcac546057fe5e29186f09c378181cd7b635b4b7bcc98e9d81"
+dependencies = [
+ "assert-json-diff",
+ "async-trait",
+ "base64 0.21.7",
+ "deadpool",
+ "futures",
+ "http 1.0.0",
+ "http-body-util",
+ "hyper 1.3.1",
+ "hyper-util",
+ "log",
+ "once_cell",
+ "regex",
+ "serde",
+ "serde_json",
+ "tokio",
+ "url",
+]
+
 [[package]]
 name = "xattr"
 version = "1.0.1"
diff --git a/meilisearch/Cargo.toml b/meilisearch/Cargo.toml
index 75571b535..34b15dc3c 100644
--- a/meilisearch/Cargo.toml
+++ b/meilisearch/Cargo.toml
@@ -118,6 +118,7 @@ maplit = "1.0.2"
 meili-snap = { path = "../meili-snap" }
 temp-env = "0.3.6"
 urlencoding = "2.1.3"
+wiremock = "0.6.0"
 yaup = "0.2.1"
 
 [build-dependencies]
diff --git a/meilisearch/tests/common/mod.rs b/meilisearch/tests/common/mod.rs
index 4476e0d1f..5b201615d 100644
--- a/meilisearch/tests/common/mod.rs
+++ b/meilisearch/tests/common/mod.rs
@@ -65,7 +65,14 @@ impl Display for Value {
         write!(
             f,
             "{}",
-            json_string!(self, { ".enqueuedAt" => "[date]", ".startedAt" => "[date]", ".finishedAt" => "[date]", ".duration" => "[duration]", ".processingTimeMs" => "[duration]" })
+            json_string!(self, {
+                ".enqueuedAt" => "[date]",
+                ".startedAt" => "[date]",
+                ".finishedAt" => "[date]",
+                ".duration" => "[duration]",
+                ".processingTimeMs" => "[duration]",
+                ".details.embedders.*.url" => "[url]"
+            })
         )
     }
 }
diff --git a/meilisearch/tests/vector/mod.rs b/meilisearch/tests/vector/mod.rs
index 0343ab785..37bcb9ea4 100644
--- a/meilisearch/tests/vector/mod.rs
+++ b/meilisearch/tests/vector/mod.rs
@@ -1,3 +1,4 @@
+mod rest;
 mod settings;
 
 use meili_snap::{json_string, snapshot};
diff --git a/meilisearch/tests/vector/rest.rs b/meilisearch/tests/vector/rest.rs
new file mode 100644
index 000000000..f3226fdb9
--- /dev/null
+++ b/meilisearch/tests/vector/rest.rs
@@ -0,0 +1,339 @@
+use crate::vector::GetAllDocumentsOptions;
+use meili_snap::{json_string, snapshot};
+use std::sync::atomic::{AtomicUsize, Ordering};
+use wiremock::matchers::{method, path};
+use wiremock::{Mock, MockServer, Request, ResponseTemplate};
+
+use crate::common::{Server, Value};
+use crate::json;
+
+static COUNTER: AtomicUsize = AtomicUsize::new(0);
+
+async fn create_mock() -> (MockServer, Value) {
+    let mock_server = MockServer::start().await;
+
+    Mock::given(method("POST"))
+        .and(path("/"))
+        .respond_with(|_req: &Request| {
+            let cpt = COUNTER.fetch_add(1, Ordering::Relaxed);
+            ResponseTemplate::new(200).set_body_json(json!({ "data": vec![cpt; 3] }))
+        })
+        .mount(&mock_server)
+        .await;
+    let url = mock_server.uri();
+
+    let embedder_settings = json!({
+        "source": "rest",
+        "url": url,
+        "dimensions": 3,
+        "query": {},
+    });
+
+    (mock_server, embedder_settings)
+}
+
+#[actix_rt::test]
+async fn dummy_testing_the_mock() {
+    let (mock, _setting) = create_mock().await;
+    let body = reqwest::get(&mock.uri()).await.unwrap().text().await.unwrap();
+    snapshot!(body, @"[0,0,0]");
+    let body = reqwest::get(&mock.uri()).await.unwrap().text().await.unwrap();
+    snapshot!(body, @"[1,1,1]");
+    let body = reqwest::get(&mock.uri()).await.unwrap().text().await.unwrap();
+    snapshot!(body, @"[2,2,2]");
+    let body = reqwest::get(&mock.uri()).await.unwrap().text().await.unwrap();
+    snapshot!(body, @"[3,3,3]");
+    let body = reqwest::get(&mock.uri()).await.unwrap().text().await.unwrap();
+    snapshot!(body, @"[4,4,4]");
+}
+
+async fn get_server_vector() -> Server {
+    let server = Server::new().await;
+    let (value, code) = server.set_features(json!({"vectorStore": true})).await;
+    snapshot!(code, @"200 OK");
+    snapshot!(value, @r###"
+    {
+      "vectorStore": true,
+      "metrics": false,
+      "logsRoute": false
+    }
+    "###);
+    server
+}
+
+#[actix_rt::test]
+async fn bad_settings() {
+    let (mock, _setting) = create_mock().await;
+
+    let server = get_server_vector().await;
+    let index = server.index("doggo");
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest" }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"400 Bad Request");
+    snapshot!(response, @r###"
+    {
+      "message": "`.embedders.rest`: Missing field `url` (note: this field is mandatory for source rest)",
+      "code": "invalid_settings_embedders",
+      "type": "invalid_request",
+      "link": "https://docs.meilisearch.com/errors#invalid_settings_embedders"
+    }
+    "###);
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest", "url": "kefir" }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"400 Bad Request");
+    snapshot!(response, @r###"
+    {
+      "message": "`.embedders.rest.url`: could not parse `kefir`: relative URL without a base",
+      "code": "invalid_settings_embedders",
+      "type": "invalid_request",
+      "link": "https://docs.meilisearch.com/errors#invalid_settings_embedders"
+    }
+    "###);
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest", "url": mock.uri() }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task, @r###"
+    {
+      "uid": 0,
+      "indexUid": "doggo",
+      "status": "failed",
+      "type": "settingsUpdate",
+      "canceledBy": null,
+      "details": {
+        "embedders": {
+          "rest": {
+            "source": "rest",
+            "url": "[url]"
+          }
+        }
+      },
+      "error": {
+        "message": "internal: Error while generating embeddings: runtime error: could not determine model dimensions: test embedding failed with user error: was expected 'input' to be an object in query 'null'.",
+        "code": "internal",
+        "type": "internal",
+        "link": "https://docs.meilisearch.com/errors#internal"
+      },
+      "duration": "[duration]",
+      "enqueuedAt": "[date]",
+      "startedAt": "[date]",
+      "finishedAt": "[date]"
+    }
+    "###);
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest", "url": mock.uri(), "query": {} }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task, @r###"
+    {
+      "uid": 1,
+      "indexUid": "doggo",
+      "status": "failed",
+      "type": "settingsUpdate",
+      "canceledBy": null,
+      "details": {
+        "embedders": {
+          "rest": {
+            "source": "rest",
+            "url": "[url]",
+            "query": {}
+          }
+        }
+      },
+      "error": {
+        "message": "internal: Error while generating embeddings: runtime error: could not determine model dimensions: test embedding failed with error: component `embedding` not found in path `embedding` in response: `{\n  \"data\": [\n    0,\n    0,\n    0\n  ]\n}`.",
+        "code": "internal",
+        "type": "internal",
+        "link": "https://docs.meilisearch.com/errors#internal"
+      },
+      "duration": "[duration]",
+      "enqueuedAt": "[date]",
+      "startedAt": "[date]",
+      "finishedAt": "[date]"
+    }
+    "###);
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest", "url": mock.uri(), "query": {}, "pathToEmbeddings": ["data"] }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task, @r###"
+    {
+      "uid": 2,
+      "indexUid": "doggo",
+      "status": "failed",
+      "type": "settingsUpdate",
+      "canceledBy": null,
+      "details": {
+        "embedders": {
+          "rest": {
+            "source": "rest",
+            "url": "[url]",
+            "query": {},
+            "pathToEmbeddings": [
+              "data"
+            ]
+          }
+        }
+      },
+      "error": {
+        "message": "internal: Error while generating embeddings: runtime error: could not determine model dimensions: test embedding failed with error: component `embedding` not found in path `embedding` in response: `{\n  \"data\": [\n    1,\n    1,\n    1\n  ]\n}`.",
+        "code": "internal",
+        "type": "internal",
+        "link": "https://docs.meilisearch.com/errors#internal"
+      },
+      "duration": "[duration]",
+      "enqueuedAt": "[date]",
+      "startedAt": "[date]",
+      "finishedAt": "[date]"
+    }
+    "###);
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest", "url": mock.uri(), "query": {}, "embeddingObject": ["data"] }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task, @r###"
+    {
+      "uid": 3,
+      "indexUid": "doggo",
+      "status": "failed",
+      "type": "settingsUpdate",
+      "canceledBy": null,
+      "details": {
+        "embedders": {
+          "rest": {
+            "source": "rest",
+            "url": "[url]",
+            "query": {},
+            "embeddingObject": [
+              "data"
+            ]
+          }
+        }
+      },
+      "error": {
+        "message": "internal: Error while generating embeddings: runtime error: could not determine model dimensions: test embedding failed with error: component `data` not found in path `data` in response: `{\n  \"data\": [\n    2,\n    2,\n    2\n  ]\n}`.",
+        "code": "internal",
+        "type": "internal",
+        "link": "https://docs.meilisearch.com/errors#internal"
+      },
+      "duration": "[duration]",
+      "enqueuedAt": "[date]",
+      "startedAt": "[date]",
+      "finishedAt": "[date]"
+    }
+    "###);
+
+    // Validate an embedder with a bad dimension of 2 instead of 3
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": json!({ "source": "rest", "url": mock.uri(), "query": {}, "pathToEmbeddings": [], "embeddingObject": ["data"], "dimensions": 2 }),
+          },
+        }))
+        .await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task["status"], @r###""succeeded""###);
+
+    let (response, code) = index.add_documents(json!( { "id": 1, "name": "kefir" }), None).await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task, @r###"
+    {
+      "uid": 5,
+      "indexUid": "doggo",
+      "status": "failed",
+      "type": "documentAdditionOrUpdate",
+      "canceledBy": null,
+      "details": {
+        "receivedDocuments": 1,
+        "indexedDocuments": 0
+      },
+      "error": {
+        "message": "An unexpected crash occurred when processing the task.",
+        "code": "internal",
+        "type": "internal",
+        "link": "https://docs.meilisearch.com/errors#internal"
+      },
+      "duration": "[duration]",
+      "enqueuedAt": "[date]",
+      "startedAt": "[date]",
+      "finishedAt": "[date]"
+    }
+    "###);
+}
+
+#[actix_rt::test]
+async fn add_vector_and_user_provided() {
+    let (_mock, setting) = create_mock().await;
+    let server = get_server_vector().await;
+    let index = server.index("doggo");
+
+    let (response, code) = index
+        .update_settings(json!({
+          "embedders": {
+              "rest": setting,
+          },
+        }))
+        .await;
+    snapshot!(code, @"202 Accepted");
+    let task = server.wait_task(response.uid()).await;
+    snapshot!(task["status"], @r###""succeeded""###);
+    let documents = json!([
+      {"id": 0, "name": "kefir"},
+      {"id": 1, "name": "echo", "_vectors": { "rest": [1, 1, 1] }},
+      {"id": 2, "name": "intel"},
+    ]);
+    let (value, code) = index.add_documents(documents, None).await;
+    snapshot!(code, @"202 Accepted");
+    let task = index.wait_task(value.uid()).await;
+    snapshot!(task, @"");
+
+    let (documents, _code) = index
+        .get_all_documents(GetAllDocumentsOptions { retrieve_vectors: true, ..Default::default() })
+        .await;
+    snapshot!(json_string!(documents), @r###"
+    {
+      "results": [],
+      "offset": 0,
+      "limit": 20,
+      "total": 0
+    }
+    "###);
+}