diff --git a/backend/endpoints/v1/documents/index.js b/backend/endpoints/v1/documents/index.js
index db4c56e..8ac7179 100644
--- a/backend/endpoints/v1/documents/index.js
+++ b/backend/endpoints/v1/documents/index.js
@@ -409,7 +409,6 @@ function documentEndpoints(app) {
           method,
           query
         );
-
         response.status(200).json({ fragments, error });
       } catch (e) {
         console.log(e.message, e);
diff --git a/backend/endpoints/v1/workspaces/index.js b/backend/endpoints/v1/workspaces/index.js
index 9b3d557..c665ca2 100644
--- a/backend/endpoints/v1/workspaces/index.js
+++ b/backend/endpoints/v1/workspaces/index.js
@@ -305,7 +305,7 @@ function workspaceEndpoints(app) {
           documents: "countForEntity",
           vectors: "calcVectors",
           "cache-size": "calcVectorCache",
-          "dimensions": "calcDimensions",
+          dimensions: "calcDimensions",
         };
 
         if (!Object.keys(methods).includes(statistic)) {
diff --git a/backend/models/organization.js b/backend/models/organization.js
index 5b1b651..4fb8075 100644
--- a/backend/models/organization.js
+++ b/backend/models/organization.js
@@ -16,17 +16,21 @@ const Organization = {
           organization: null,
           message: "No Organization name provided.",
         };
-      var slug = slugify(orgName, { lower: true });
+
+      // If the new name contains bad characters
+      // replace them with spaces and continue creation.
+      const newOrgName = orgName.replace(/[:\.,<>@]/g, " ");
+      var slug = slugify(newOrgName, { lower: true });
 
       const existingBySlug = await this.get({ slug });
       if (!!existingBySlug) {
         const slugSeed = Math.floor(10000000 + Math.random() * 90000000);
-        slug = slugify(`${orgName}-${slugSeed}`, { lower: true });
+        slug = slugify(`${newOrgName}-${slugSeed}`, { lower: true });
       }
 
       const organization = await prisma.organizations.create({
         data: {
-          name: orgName,
+          name: newOrgName,
           slug,
           uuid: this.makeKey(),
         },
diff --git a/backend/models/workspaceDocument.js b/backend/models/workspaceDocument.js
index 39a6813..c253362 100644
--- a/backend/models/workspaceDocument.js
+++ b/backend/models/workspaceDocument.js
@@ -170,9 +170,8 @@ const WorkspaceDocument = {
         include: { organization: true },
       });
 
-
       const connector = await OrganizationConnection.get({
-        organization_id: workspace.organization.id
+        organization_id: workspace.organization.id,
       });
 
       const vectorDb = selectConnector(connector);
@@ -204,7 +203,6 @@ const WorkspaceDocument = {
       return 0;
     }
   },
-
 };
 
 module.exports.WorkspaceDocument = WorkspaceDocument;
diff --git a/backend/storage/settings.json b/backend/storage/settings.json
index afc8999..98f127d 100644
--- a/backend/storage/settings.json
+++ b/backend/storage/settings.json
@@ -1,468 +1,4 @@
 {
-  "_prisma_migrations": {
-    "slug": "_prisma_migrations",
-    "table": {
-      "name": "_prisma_migrations",
-      "pk": "id",
-      "verbose": "_prisma_migrations"
-    },
-    "columns": [
-      {
-        "name": "id",
-        "verbose": "id",
-        "control": {
-          "text": true
-        },
-        "type": "varchar(36)",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "checksum",
-        "verbose": "checksum",
-        "control": {
-          "text": true
-        },
-        "type": "varchar(64)",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "finished_at",
-        "verbose": "finished_at",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": true,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "migration_name",
-        "verbose": "migration_name",
-        "control": {
-          "text": true
-        },
-        "type": "varchar(255)",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "logs",
-        "verbose": "logs",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": true,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "rolled_back_at",
-        "verbose": "rolled_back_at",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": true,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "started_at",
-        "verbose": "started_at",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "now()",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "applied_steps_count",
-        "verbose": "applied_steps_count",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": "0",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      }
-    ],
-    "mainview": {
-      "show": true
-    },
-    "listview": {
-      "order": {},
-      "page": 25
-    },
-    "editview": {
-      "readonly": false
-    }
-  },
-  "system_settings": {
-    "slug": "system_settings",
-    "table": {
-      "name": "system_settings",
-      "pk": "id",
-      "verbose": "system_settings"
-    },
-    "columns": [
-      {
-        "name": "id",
-        "verbose": "id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "label",
-        "verbose": "label",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "value",
-        "verbose": "value",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "createdAt",
-        "verbose": "createdAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "lastUpdatedAt",
-        "verbose": "lastUpdatedAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      }
-    ],
-    "mainview": {
-      "show": true
-    },
-    "listview": {
-      "order": {},
-      "page": 25
-    },
-    "editview": {
-      "readonly": false
-    }
-  },
-  "users": {
-    "slug": "users",
-    "table": {
-      "name": "users",
-      "pk": "id",
-      "verbose": "users"
-    },
-    "columns": [
-      {
-        "name": "id",
-        "verbose": "id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "email",
-        "verbose": "email",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "password",
-        "verbose": "password",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "role",
-        "verbose": "role",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": "'default'::text",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "createdAt",
-        "verbose": "createdAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "lastUpdatedAt",
-        "verbose": "lastUpdatedAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      }
-    ],
-    "mainview": {
-      "show": true
-    },
-    "listview": {
-      "order": {},
-      "page": 25
-    },
-    "editview": {
-      "readonly": false
-    }
-  },
-  "organization_users": {
-    "slug": "organization_users",
-    "table": {
-      "name": "organization_users",
-      "pk": "id",
-      "verbose": "organization_users"
-    },
-    "columns": [
-      {
-        "name": "id",
-        "verbose": "id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "user_id",
-        "verbose": "user_id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "organization_id",
-        "verbose": "organization_id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "createdAt",
-        "verbose": "createdAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "lastUpdatedAt",
-        "verbose": "lastUpdatedAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      }
-    ],
-    "mainview": {
-      "show": true
-    },
-    "listview": {
-      "order": {},
-      "page": 25
-    },
-    "editview": {
-      "readonly": false
-    }
-  },
   "organizations": {
     "slug": "organizations",
     "table": {
@@ -795,6 +331,154 @@
       "readonly": false
     }
   },
+  "organization_workspaces": {
+    "slug": "organization_workspaces",
+    "table": {
+      "name": "organization_workspaces",
+      "pk": "id",
+      "verbose": "organization_workspaces"
+    },
+    "columns": [
+      {
+        "name": "id",
+        "verbose": "id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "name",
+        "verbose": "name",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "slug",
+        "verbose": "slug",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "uuid",
+        "verbose": "uuid",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "fname",
+        "verbose": "fname",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "organization_id",
+        "verbose": "organization_id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "createdAt",
+        "verbose": "createdAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "lastUpdatedAt",
+        "verbose": "lastUpdatedAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      }
+    ],
+    "mainview": {
+      "show": true
+    },
+    "listview": {
+      "order": {},
+      "page": 25
+    },
+    "editview": {
+      "readonly": false
+    }
+  },
   "workspace_documents": {
     "slug": "workspace_documents",
     "table": {
@@ -1075,6 +759,222 @@
       "readonly": false
     }
   },
+  "users": {
+    "slug": "users",
+    "table": {
+      "name": "users",
+      "pk": "id",
+      "verbose": "users"
+    },
+    "columns": [
+      {
+        "name": "id",
+        "verbose": "id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "email",
+        "verbose": "email",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "password",
+        "verbose": "password",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "role",
+        "verbose": "role",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": "'default'::text",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "createdAt",
+        "verbose": "createdAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "lastUpdatedAt",
+        "verbose": "lastUpdatedAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      }
+    ],
+    "mainview": {
+      "show": true
+    },
+    "listview": {
+      "order": {},
+      "page": 25
+    },
+    "editview": {
+      "readonly": false
+    }
+  },
+  "system_settings": {
+    "slug": "system_settings",
+    "table": {
+      "name": "system_settings",
+      "pk": "id",
+      "verbose": "system_settings"
+    },
+    "columns": [
+      {
+        "name": "id",
+        "verbose": "id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "label",
+        "verbose": "label",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "value",
+        "verbose": "value",
+        "control": {
+          "text": true
+        },
+        "type": "text",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "createdAt",
+        "verbose": "createdAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "lastUpdatedAt",
+        "verbose": "lastUpdatedAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      }
+    ],
+    "mainview": {
+      "show": true
+    },
+    "listview": {
+      "order": {},
+      "page": 25
+    },
+    "editview": {
+      "readonly": false
+    }
+  },
   "jobs": {
     "slug": "jobs",
     "table": {
@@ -1239,154 +1139,6 @@
       "readonly": false
     }
   },
-  "organization_workspaces": {
-    "slug": "organization_workspaces",
-    "table": {
-      "name": "organization_workspaces",
-      "pk": "id",
-      "verbose": "organization_workspaces"
-    },
-    "columns": [
-      {
-        "name": "id",
-        "verbose": "id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "name",
-        "verbose": "name",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "slug",
-        "verbose": "slug",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "uuid",
-        "verbose": "uuid",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "organization_id",
-        "verbose": "organization_id",
-        "control": {
-          "text": true
-        },
-        "type": "integer",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "createdAt",
-        "verbose": "createdAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "lastUpdatedAt",
-        "verbose": "lastUpdatedAt",
-        "control": {
-          "text": true
-        },
-        "type": "timestamp",
-        "allowNull": false,
-        "defaultValue": "CURRENT_TIMESTAMP",
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      },
-      {
-        "name": "fname",
-        "verbose": "fname",
-        "control": {
-          "text": true
-        },
-        "type": "text",
-        "allowNull": false,
-        "defaultValue": null,
-        "listview": {
-          "show": true
-        },
-        "editview": {
-          "show": true
-        }
-      }
-    ],
-    "mainview": {
-      "show": true
-    },
-    "listview": {
-      "order": {},
-      "page": 25
-    },
-    "editview": {
-      "readonly": false
-    }
-  },
   "organization_notifications": {
     "slug": "organization_notifications",
     "table": {
@@ -1551,6 +1303,106 @@
       "readonly": false
     }
   },
+  "organization_users": {
+    "slug": "organization_users",
+    "table": {
+      "name": "organization_users",
+      "pk": "id",
+      "verbose": "organization_users"
+    },
+    "columns": [
+      {
+        "name": "id",
+        "verbose": "id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "user_id",
+        "verbose": "user_id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "organization_id",
+        "verbose": "organization_id",
+        "control": {
+          "text": true
+        },
+        "type": "integer",
+        "allowNull": false,
+        "defaultValue": null,
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "createdAt",
+        "verbose": "createdAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      },
+      {
+        "name": "lastUpdatedAt",
+        "verbose": "lastUpdatedAt",
+        "control": {
+          "text": true
+        },
+        "type": "timestamp",
+        "allowNull": false,
+        "defaultValue": "CURRENT_TIMESTAMP",
+        "listview": {
+          "show": true
+        },
+        "editview": {
+          "show": true
+        }
+      }
+    ],
+    "mainview": {
+      "show": true
+    },
+    "listview": {
+      "order": {},
+      "page": 25
+    },
+    "editview": {
+      "readonly": false
+    }
+  },
   "organization_rag_tests": {
     "slug": "organization_rag_tests",
     "table": {
diff --git a/backend/utils/vectordatabases/providers/chroma/index.js b/backend/utils/vectordatabases/providers/chroma/index.js
index 76f8072..7dc84e1 100644
--- a/backend/utils/vectordatabases/providers/chroma/index.js
+++ b/backend/utils/vectordatabases/providers/chroma/index.js
@@ -72,6 +72,7 @@ class Chroma {
     return { result: totalVectors, error: null };
   }
 
+  // TODO: Solve this issue
   async indexDimensions() {
     // Chroma does not support this, defaulting to openai's 1536
     return 1536;
diff --git a/backend/utils/vectordatabases/validateNewDatabaseConnector.js b/backend/utils/vectordatabases/validateNewDatabaseConnector.js
index 8155436..197f433 100644
--- a/backend/utils/vectordatabases/validateNewDatabaseConnector.js
+++ b/backend/utils/vectordatabases/validateNewDatabaseConnector.js
@@ -77,9 +77,6 @@ async function validatePinecone({ environment, index, apiKey }) {
       indexName: index,
     });
 
-    // TODO: CHECK INDEX SIZE (client.indexDimensions()) and store in return so we can store it in the database
-
-
     if (!status.ready) throw new Error("Pinecone::Index not ready or found.");
     return { valid: true, message: null };
   } catch (e) {
diff --git a/frontend/src/components/Header/index.tsx b/frontend/src/components/Header/index.tsx
index a99e794..44dc798 100644
--- a/frontend/src/components/Header/index.tsx
+++ b/frontend/src/components/Header/index.tsx
@@ -1,11 +1,4 @@
-import { Link } from 'react-router-dom';
-import Logo from '../../images/logo/logo-light.png';
-import { CheckCircle, Copy } from 'react-feather';
 import { useEffect, useState } from 'react';
-import paths from '../../utils/paths';
-import { STORE_TOKEN, STORE_USER } from '../../utils/constants';
-import truncate from 'truncate';
-import Notifications from './Notifications';
 
 export default function Header(props: {
   entity?: any | null;
@@ -18,18 +11,7 @@ export default function Header(props: {
 }) {
   const [copied, setCopied] = useState(false);
   if (!props.entity) return null;
-  const {
-    entity,
-    property,
-    nameProp,
-    extendedItems = <></>,
-    quickActions = false,
-  } = props;
-
-  const handleCopy = () => {
-    window.navigator.clipboard.writeText(entity[property]);
-    setCopied(true);
-  };
+  const { extendedItems = <></> } = props;
 
   useEffect(() => {
     function manageCopy() {
@@ -42,100 +24,7 @@ export default function Header(props: {
   }, [copied]);
 
   return (
-    // <header className="sticky top-0 z-999 flex w-full bg-slate-900 drop-shadow-1 dark:bg-boxdark dark:drop-shadow-none md:bg-white">
-    //   <div className="flex flex-grow items-center justify-between px-4 py-4 shadow-2 md:px-6 2xl:px-11">
-    //     <div className="flex items-center gap-2 sm:gap-4 lg:hidden">
-    //       {/* <!-- Hamburger Toggle BTN --> */}
-    //       <button
-    //         aria-controls="sidebar"
-    //         onClick={(e) => {
-    //           e.stopPropagation();
-    //           props.setSidebarOpen(!props.sidebarOpen);
-    //         }}
-    //         className="z-99999 block rounded-sm border border-stroke bg-white p-1.5 shadow-sm dark:border-strokedark dark:bg-boxdark lg:hidden"
-    //       >
-    //         <span className="relative block h-5.5 w-5.5 cursor-pointer">
-    //           <span className="du-block absolute right-0 h-full w-full">
-    //             <span
-    //               className={`relative left-0 top-0 my-1 block h-0.5 w-0 rounded-sm bg-black delay-[0] duration-200 ease-in-out dark:bg-white ${
-    //                 !props.sidebarOpen && '!w-full delay-300'
-    //               }`}
-    //             ></span>
-    //             <span
-    //               className={`relative left-0 top-0 my-1 block h-0.5 w-0 rounded-sm bg-black delay-150 duration-200 ease-in-out dark:bg-white ${
-    //                 !props.sidebarOpen && 'delay-400 !w-full'
-    //               }`}
-    //             ></span>
-    //             <span
-    //               className={`relative left-0 top-0 my-1 block h-0.5 w-0 rounded-sm bg-black delay-200 duration-200 ease-in-out dark:bg-white ${
-    //                 !props.sidebarOpen && '!w-full delay-500'
-    //               }`}
-    //             ></span>
-    //           </span>
-    //           <span className="absolute right-0 h-full w-full rotate-45">
-    //             <span
-    //               className={`absolute left-2.5 top-0 block h-full w-0.5 rounded-sm bg-black delay-300 duration-200 ease-in-out dark:bg-white ${
-    //                 !props.sidebarOpen && '!h-0 !delay-[0]'
-    //               }`}
-    //             ></span>
-    //             <span
-    //               className={`delay-400 absolute left-0 top-2.5 block h-0.5 w-full rounded-sm bg-black duration-200 ease-in-out dark:bg-white ${
-    //                 !props.sidebarOpen && '!h-0 !delay-200'
-    //               }`}
-    //             ></span>
-    //           </span>
-    //         </span>
-    //       </button>
-    //       {/* <!-- Hamburger Toggle BTN --> */}
-
-    //       <Link className="flex w-full justify-center lg:hidden" to="/">
-    //         <img src={Logo} alt="Logo" className="h-14" />
-    //       </Link>
-    //     </div>
-
-    //     <div className="hidden w-full sm:block">
-    //       <div className="flex w-full items-center justify-between">
-    //         <div className="flex items-center gap-x-4">
-    //           <p className="text-4xl font-semibold text-slate-800">
-    //             {truncate(entity[nameProp ?? 'name'], 20)}
-    //           </p>
-    //           <button
-    //             onClick={handleCopy}
-    //             disabled={copied}
-    //             className="transition-duration-300 font-mono flex items-center gap-x-2 rounded-md bg-slate-200 px-4 py-2 text-sm  text-slate-700 transition disabled:bg-green-300"
-    //           >
-    //             <p className="">ID: {entity[property]}</p>
-    //             {copied ? (
-    //               <CheckCircle className="h-4 w-4" />
-    //             ) : (
-    //               <Copy className="h-4 w-4" />
-    //             )}
-    //           </button>
-    //           {extendedItems}
-    //         </div>
-    //         <div className="flex w-fit items-center gap-x-2">
-    //           <Notifications />
-    //           <button
-    //             onClick={() => {
-    //               if (!window) return;
-    //               window.localStorage.removeItem(STORE_USER);
-    //               window.localStorage.removeItem(STORE_TOKEN);
-    //               window.location.replace(paths.home());
-    //             }}
-    //             className="rounded-lg px-4 py-2 text-slate-800 hover:bg-slate-200"
-    //           >
-    //             Logout
-    //           </button>
-    //         </div>
-    //       </div>
-    //     </div>
-    //   </div>
-    // </header>
-    <header
-      className={`${
-        quickActions ? 'mr-[235px]' : 'mr-[104px]'
-      } flex h-[76px] w-full rounded-t-xl bg-main`}
-    >
+    <header className="mr-26 flex h-[76px] w-full rounded-t-xl bg-main">
       <div className="flex w-full justify-between p-4">{extendedItems}</div>
     </header>
   );
diff --git a/frontend/src/fonts/JetBrainsMono-Bold.eot b/frontend/src/fonts/JetBrainsMono-Bold.eot
deleted file mode 100644
index 979066f..0000000
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deleted file mode 100644
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diff --git a/frontend/src/fonts/JetBrainsMono-BoldItalic.eot b/frontend/src/fonts/JetBrainsMono-BoldItalic.eot
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diff --git a/frontend/src/fonts/JetBrainsMono-ExtraBold.eot b/frontend/src/fonts/JetBrainsMono-ExtraBold.eot
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diff --git a/frontend/src/fonts/Satoshi-VariableItalic.woff b/frontend/src/fonts/Satoshi-VariableItalic.woff
deleted file mode 100644
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diff --git a/frontend/src/index.css b/frontend/src/index.css
index 4d45823..3811181 100644
--- a/frontend/src/index.css
+++ b/frontend/src/index.css
@@ -1,6 +1,41 @@
 @tailwind base;
 @tailwind components;
 @tailwind utilities;
+@import url('https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@300;700&display=swap');
+
+@font-face {
+  font-family: 'Satoshi-Bold';
+  src: url('./fonts/Satoshi-Bold.ttf') format('truetype');
+  font-weight: 700;
+  font-display: swap;
+  font-style: normal;
+}
+
+@font-face {
+  font-family: 'Satoshi';
+  src: url('./fonts/Satoshi-Regular.ttf') format('truetype');
+  font-weight: 300;
+  font-display: swap;
+  font-style: normal;
+}
+
+.font-satoshi.font-bold {
+  font-family: 'Satoshi-Bold', sans-serif;
+}
+
+.font-satoshi {
+  font-family: 'Satoshi', sans-serif;
+}
+
+.font-jetbrains {
+  font-family: 'JetBrains Mono', monospace;
+  font-weight: 300;
+}
+
+.font-jetbrainsbold {
+  font-family: 'JetBrains Mono', monospace;
+  font-weight: 700;
+}
 
 /* Chrome, Safari and Opera */
 .no-scrollbar::-webkit-scrollbar {
diff --git a/frontend/src/jet-brains-mono.css b/frontend/src/jet-brains-mono.css
deleted file mode 100644
index dcb3c30..0000000
--- a/frontend/src/jet-brains-mono.css
+++ /dev/null
@@ -1,250 +0,0 @@
-/**
- * @license
- *
- * Font Family: JetBrains Mono
- * Designed by: JetBrains, Philipp Nurullin, Konstantin Bulenkov
- * URL: https://www.fontshare.com/fonts/jet-brains-mono
- * © 2023 Indian Type Foundry
- *
- * Font Styles:
- * JetBrains Mono Variable(Variable font)
- * JetBrains Mono Variable Italic(Variable font)
- * JetBrains Mono Thin
- * JetBrains Mono Thin Italic
- * JetBrains Mono Extra Light
- * JetBrains Mono Extra Light Italic
- * JetBrains Mono Light
- * JetBrains Mono Light Italic
- * JetBrains Mono Regular
- * JetBrains Mono Italic
- * JetBrains Mono Medium
- * JetBrains Mono Medium Italic
- * JetBrains Mono Semi Bold
- * JetBrains Mono Semi Bold Italic
- * JetBrains Mono Bold
- * JetBrains Mono Bold Italic
- * JetBrains Mono Extra Bold
- * JetBrains Mono Extra Bold Italic
- *
-*/
-
-
-/**
-* This is a variable font
-* You can controll variable axes as shown below:
-* font-variation-settings: 'wght' 400.0;
-*
-* available axes:
-
-* 'wght' (range from 100.0 to 800.0)
-
-*/
-
-@font-face {
-  font-family: 'JetBrainsMono-Variable';
-  src: url('./fonts/JetBrainsMono-Variable.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Variable.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Variable.ttf') format('truetype');
-       font-weight: 100 800;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-/**
-* This is a variable font
-* You can controll variable axes as shown below:
-* font-variation-settings: 'wght' 400.0;
-*
-* available axes:
-
-* 'wght' (range from 100.0 to 800.0)
-
-*/
-
-@font-face {
-  font-family: 'JetBrainsMono-VariableItalic';
-  src: url('./fonts/JetBrainsMono-VariableItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-VariableItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-VariableItalic.ttf') format('truetype');
-       font-weight: 100 800;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-Thin';
-  src: url('./fonts/JetBrainsMono-Thin.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Thin.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Thin.ttf') format('truetype');
-       font-weight: 100;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-ThinItalic';
-  src: url('./fonts/JetBrainsMono-ThinItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-ThinItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-ThinItalic.ttf') format('truetype');
-       font-weight: 100;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-ExtraLight';
-  src: url('./fonts/JetBrainsMono-ExtraLight.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-ExtraLight.woff') format('woff'),
-       url('./fonts/JetBrainsMono-ExtraLight.ttf') format('truetype');
-       font-weight: 200;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-ExtraLightItalic';
-  src: url('./fonts/JetBrainsMono-ExtraLightItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-ExtraLightItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-ExtraLightItalic.ttf') format('truetype');
-       font-weight: 200;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-Light';
-  src: url('./fonts/JetBrainsMono-Light.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Light.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Light.ttf') format('truetype');
-       font-weight: 300;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-LightItalic';
-  src: url('./fonts/JetBrainsMono-LightItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-LightItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-LightItalic.ttf') format('truetype');
-       font-weight: 300;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-Regular';
-  src: url('./fonts/JetBrainsMono-Regular.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Regular.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Regular.ttf') format('truetype');
-       font-weight: 400;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-Italic';
-  src: url('./fonts/JetBrainsMono-Italic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Italic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Italic.ttf') format('truetype');
-       font-weight: 400;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-Medium';
-  src: url('./fonts/JetBrainsMono-Medium.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Medium.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Medium.ttf') format('truetype');
-       font-weight: 500;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-MediumItalic';
-  src: url('./fonts/JetBrainsMono-MediumItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-MediumItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-MediumItalic.ttf') format('truetype');
-       font-weight: 500;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-SemiBold';
-  src: url('./fonts/JetBrainsMono-SemiBold.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-SemiBold.woff') format('woff'),
-       url('./fonts/JetBrainsMono-SemiBold.ttf') format('truetype');
-       font-weight: 600;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-SemiBoldItalic';
-  src: url('./fonts/JetBrainsMono-SemiBoldItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-SemiBoldItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-SemiBoldItalic.ttf') format('truetype');
-       font-weight: 600;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-Bold';
-  src: url('./fonts/JetBrainsMono-Bold.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-Bold.woff') format('woff'),
-       url('./fonts/JetBrainsMono-Bold.ttf') format('truetype');
-       font-weight: 700;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-BoldItalic';
-  src: url('./fonts/JetBrainsMono-BoldItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-BoldItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-BoldItalic.ttf') format('truetype');
-       font-weight: 700;
-       font-display: swap;
-       font-style: italic;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-ExtraBold';
-  src: url('./fonts/JetBrainsMono-ExtraBold.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-ExtraBold.woff') format('woff'),
-       url('./fonts/JetBrainsMono-ExtraBold.ttf') format('truetype');
-       font-weight: 800;
-       font-display: swap;
-       font-style: normal;
-}
-
-
-@font-face {
-  font-family: 'JetBrainsMono-ExtraBoldItalic';
-  src: url('./fonts/JetBrainsMono-ExtraBoldItalic.woff2') format('woff2'),
-       url('./fonts/JetBrainsMono-ExtraBoldItalic.woff') format('woff'),
-       url('./fonts/JetBrainsMono-ExtraBoldItalic.ttf') format('truetype');
-       font-weight: 800;
-       font-display: swap;
-       font-style: italic;
-}
-
diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx
index e64cff0..b6e8033 100644
--- a/frontend/src/main.tsx
+++ b/frontend/src/main.tsx
@@ -2,8 +2,6 @@ import ReactDOM from 'react-dom/client';
 import { BrowserRouter as Router } from 'react-router-dom';
 import App from './App';
 import './index.css';
-import './satoshi.css';
-import './jet-brains-mono.css';
 
 ReactDOM.createRoot(document.getElementById('root') as HTMLElement).render(
   <Router>
diff --git a/frontend/src/pages/Dashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx b/frontend/src/pages/Dashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx
index 6af6c7e..1e8ba4c 100644
--- a/frontend/src/pages/Dashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx
+++ b/frontend/src/pages/Dashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx
@@ -49,7 +49,7 @@ function FileUploadProgressComponent({
           <XCircle className="h-6 h-full w-6 w-full rounded-full bg-red-500 stroke-white p-1" />
         </div>
         <div className="flex flex-col">
-          <p className="font-mono overflow-x-scroll text-sm text-black dark:text-stone-200">
+          <p className="overflow-x-scroll font-mono text-sm text-black dark:text-stone-200">
             {truncate(file.name, 30)}
           </p>
           <p className="font-mono text-xs text-red-700 dark:text-red-400">
@@ -70,7 +70,7 @@ function FileUploadProgressComponent({
         )}
       </div>
       <div className="flex flex-col">
-        <p className="font-mono overflow-x-scroll text-sm text-black dark:text-stone-200">
+        <p className="overflow-x-scroll font-mono text-sm text-black dark:text-stone-200">
           {truncate(file.name, 30)}
         </p>
         <p className="font-mono text-xs text-gray-700 dark:text-stone-400">
diff --git a/frontend/src/pages/Dashboard/DocumentsList/UploadModal/index.tsx b/frontend/src/pages/Dashboard/DocumentsList/UploadModal/index.tsx
index aa37d1d..f5fab58 100644
--- a/frontend/src/pages/Dashboard/DocumentsList/UploadModal/index.tsx
+++ b/frontend/src/pages/Dashboard/DocumentsList/UploadModal/index.tsx
@@ -180,7 +180,7 @@ export default function UploadDocumentModal({
         </div>
         <p className="text-xs text-gray-600 dark:text-stone-400 ">
           supported file extensions are{' '}
-          <code className="font-mono rounded-sm bg-gray-200 px-1 text-xs text-gray-800 dark:bg-stone-800 dark:text-slate-400">
+          <code className="rounded-sm bg-gray-200 px-1 font-mono text-xs text-gray-800 dark:bg-stone-800 dark:text-slate-400">
             {Object.values(fileTypes).flat().join(' ')}
           </code>
         </p>
diff --git a/frontend/src/pages/DocumentView/FragmentList/DeleteEmbeddingConfirmation/index.tsx b/frontend/src/pages/DocumentView/FragmentList/DeleteEmbeddingConfirmation/index.tsx
index 54f2a1c..67bf5ee 100644
--- a/frontend/src/pages/DocumentView/FragmentList/DeleteEmbeddingConfirmation/index.tsx
+++ b/frontend/src/pages/DocumentView/FragmentList/DeleteEmbeddingConfirmation/index.tsx
@@ -36,7 +36,7 @@ const DeleteEmbeddingConfirmation = memo(
           </p>
         </div>
         <div className="flex w-full flex-col overflow-y-scroll px-4">
-          <pre className="font-mono w-full whitespace-pre-line rounded-lg bg-slate-100 p-2">
+          <pre className="w-full whitespace-pre-line rounded-lg bg-slate-100 p-2 font-mono">
             {data.metadata.text}
           </pre>
           <div className="mt-4 flex flex-col gap-y-2">
diff --git a/frontend/src/pages/DocumentView/FragmentList/EditEmbeddingConfirmation/index.tsx b/frontend/src/pages/DocumentView/FragmentList/EditEmbeddingConfirmation/index.tsx
index e5bbbff..86004fd 100644
--- a/frontend/src/pages/DocumentView/FragmentList/EditEmbeddingConfirmation/index.tsx
+++ b/frontend/src/pages/DocumentView/FragmentList/EditEmbeddingConfirmation/index.tsx
@@ -125,7 +125,7 @@ const EditEmbeddingConfirmation = memo(
               </form>
             </div>
           </div>
-          <pre className="font-mono whitespace-pre-line rounded-lg bg-slate-100 p-2">
+          <pre className="whitespace-pre-line rounded-lg bg-slate-100 p-2 font-mono">
             {data.metadata.text}
           </pre>
         </dialog>
@@ -165,7 +165,7 @@ const EditEmbeddingConfirmation = memo(
               name="embeddingText"
               defaultValue={data.metadata.text}
               spellCheck="true"
-              className="font-mono h-fit w-full overflow-y-scroll rounded-lg bg-slate-100 p-2"
+              className="h-fit w-full overflow-y-scroll rounded-lg bg-slate-100 p-2 font-mono"
             />
             <div className="mt-4 flex flex-col gap-y-2">
               <button
diff --git a/frontend/src/pages/DocumentView/FragmentList/SearchView/index.tsx b/frontend/src/pages/DocumentView/FragmentList/SearchView/index.tsx
index 0ba2635..7c4bfe4 100644
--- a/frontend/src/pages/DocumentView/FragmentList/SearchView/index.tsx
+++ b/frontend/src/pages/DocumentView/FragmentList/SearchView/index.tsx
@@ -38,14 +38,12 @@ export default function SearchView({
 }) {
   const formEl = useRef<HTMLFormElement>(null);
   const [showSearchMethods, setShowSearchMethods] = useState(false);
-  const [sourceDoc, setSourceDoc] = useState(null);
 
   const clearSearch = (e: SyntheticEvent<HTMLElement, SubmitEvent>) => {
     e.preventDefault();
     setSearchBy('exactText');
     setSearching(false);
     setSearchMode(false);
-    setSourceDoc(null);
     (formEl.current as HTMLFormElement).reset();
   };
   const handleSearch = async (e: SyntheticEvent<HTMLElement, SubmitEvent>) => {
@@ -69,8 +67,6 @@ export default function SearchView({
       setSearchFragments([]);
       return;
     }
-    const metadataForIds = await Document.metadatas(document.id, vectorIds);
-    setSourceDoc(metadataForIds);
     setSearchFragments(matches);
     setSearching(false);
   };
diff --git a/frontend/src/pages/DocumentView/FragmentList/index.tsx b/frontend/src/pages/DocumentView/FragmentList/index.tsx
index 36a4af5..ae4d20f 100644
--- a/frontend/src/pages/DocumentView/FragmentList/index.tsx
+++ b/frontend/src/pages/DocumentView/FragmentList/index.tsx
@@ -3,7 +3,6 @@ import PreLoader from '../../../components/Preloader';
 import Document from '../../../models/document';
 import truncate from 'truncate';
 import pluralize from 'pluralize';
-import { useParams } from 'react-router-dom';
 import DocumentListPagination from '../../../components/DocumentPaginator';
 import SearchView from './SearchView';
 import MetadataEditor from './MetadataEditor';
@@ -342,7 +341,7 @@ const FullTextWindow = memo(
     return (
       <dialog id={`${fragment.id}-text`} className="w-1/2 rounded-lg">
         <div className="flex flex-col overflow-y-scroll p-[20px]">
-          <pre className="font-mono whitespace-pre-line rounded-lg bg-slate-100 p-2">
+          <pre className="whitespace-pre-line rounded-lg bg-slate-100 p-2 font-mono">
             {data?.metadata?.text ||
               '[ERROR] Could not parse text key from embedding'}
           </pre>
diff --git a/frontend/src/pages/DocumentView/UploadModal/FileUploadProgress/index.tsx b/frontend/src/pages/DocumentView/UploadModal/FileUploadProgress/index.tsx
index 5d3876f..4087901 100644
--- a/frontend/src/pages/DocumentView/UploadModal/FileUploadProgress/index.tsx
+++ b/frontend/src/pages/DocumentView/UploadModal/FileUploadProgress/index.tsx
@@ -49,7 +49,7 @@ function FileUploadProgressComponent({
           <XCircle className="h-6 h-full w-6 w-full rounded-full bg-red-500 stroke-white p-1" />
         </div>
         <div className="flex flex-col">
-          <p className="font-mono overflow-x-scroll text-sm text-black dark:text-stone-200">
+          <p className="overflow-x-scroll font-mono text-sm text-black dark:text-stone-200">
             {truncate(file.name, 30)}
           </p>
           <p className="font-mono text-xs text-red-700 dark:text-red-400">
@@ -70,7 +70,7 @@ function FileUploadProgressComponent({
         )}
       </div>
       <div className="flex flex-col">
-        <p className="font-mono overflow-x-scroll text-sm text-black dark:text-stone-200">
+        <p className="overflow-x-scroll font-mono text-sm text-black dark:text-stone-200">
           {truncate(file.name, 30)}
         </p>
         <p className="font-mono text-xs text-gray-700 dark:text-stone-400">
diff --git a/frontend/src/pages/DocumentView/UploadModal/index.tsx b/frontend/src/pages/DocumentView/UploadModal/index.tsx
index e3ddb80..0c3d325 100644
--- a/frontend/src/pages/DocumentView/UploadModal/index.tsx
+++ b/frontend/src/pages/DocumentView/UploadModal/index.tsx
@@ -180,7 +180,7 @@ export default function UploadDocumentModal({
         </div>
         <p className="text-xs text-gray-600 dark:text-stone-400 ">
           supported file extensions are{' '}
-          <code className="font-mono rounded-sm bg-gray-200 px-1 text-xs text-gray-800 dark:bg-stone-800 dark:text-slate-400">
+          <code className="rounded-sm bg-gray-200 px-1 font-mono text-xs text-gray-800 dark:bg-stone-800 dark:text-slate-400">
             {Object.values(fileTypes).flat().join(' ')}
           </code>
         </p>
diff --git a/frontend/src/pages/DocumentView/index.tsx b/frontend/src/pages/DocumentView/index.tsx
index 51ff6c4..a4b935b 100644
--- a/frontend/src/pages/DocumentView/index.tsx
+++ b/frontend/src/pages/DocumentView/index.tsx
@@ -198,7 +198,7 @@ function DocumentViewHeader({ organization, workspace, document }: any) {
           onClick={cloneDocument}
           className="inline-flex h-11 w-[74px] flex-col items-center justify-center gap-2.5 rounded-lg bg-white bg-opacity-10 px-5 py-2.5 transition-all duration-300 hover:bg-opacity-5"
         >
-          <div className="h-[25.53px] w-11 text-center font-['Satoshi'] text-base font-bold text-white">
+          <div className="font-satoshi h-[25.53px] w-11 text-center text-base font-bold text-white">
             Clone
           </div>
         </button>
@@ -206,7 +206,7 @@ function DocumentViewHeader({ organization, workspace, document }: any) {
           onClick={deleteDocument}
           className="inline-flex h-11 w-[74px] flex-col items-center justify-center gap-2.5 rounded-lg border border-white border-opacity-20 px-3.5 py-2.5 transition-all duration-300 hover:bg-red-500"
         >
-          <div className="h-[25.53px] w-[59px] text-center font-['Satoshi'] text-base font-bold text-white">
+          <div className="font-satoshi h-[25.53px] w-[59px] text-center text-base font-bold text-white">
             Delete
           </div>
         </button>
diff --git a/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx b/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx
index 6af6c7e..1e8ba4c 100644
--- a/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx
+++ b/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/FileUploadProgress/index.tsx
@@ -49,7 +49,7 @@ function FileUploadProgressComponent({
           <XCircle className="h-6 h-full w-6 w-full rounded-full bg-red-500 stroke-white p-1" />
         </div>
         <div className="flex flex-col">
-          <p className="font-mono overflow-x-scroll text-sm text-black dark:text-stone-200">
+          <p className="overflow-x-scroll font-mono text-sm text-black dark:text-stone-200">
             {truncate(file.name, 30)}
           </p>
           <p className="font-mono text-xs text-red-700 dark:text-red-400">
@@ -70,7 +70,7 @@ function FileUploadProgressComponent({
         )}
       </div>
       <div className="flex flex-col">
-        <p className="font-mono overflow-x-scroll text-sm text-black dark:text-stone-200">
+        <p className="overflow-x-scroll font-mono text-sm text-black dark:text-stone-200">
           {truncate(file.name, 30)}
         </p>
         <p className="font-mono text-xs text-gray-700 dark:text-stone-400">
diff --git a/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/index.tsx b/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/index.tsx
index 0faeb8d..5e1db9c 100644
--- a/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/index.tsx
+++ b/frontend/src/pages/WorkspaceDashboard/DocumentsList/UploadModal/index.tsx
@@ -138,7 +138,7 @@ export default function UploadDocumentModal({ workspace }: { workspace: any }) {
         </div>
         <p className="text-xs text-gray-600 dark:text-stone-400 ">
           supported file extensions are{' '}
-          <code className="font-mono rounded-sm bg-gray-200 px-1 text-xs text-gray-800 dark:bg-stone-800 dark:text-slate-400">
+          <code className="rounded-sm bg-gray-200 px-1 font-mono text-xs text-gray-800 dark:bg-stone-800 dark:text-slate-400">
             {Object.values(fileTypes).flat().join(' ')}
           </code>
         </p>
diff --git a/frontend/src/pages/WorkspaceDashboard/Statistics/index.tsx b/frontend/src/pages/WorkspaceDashboard/Statistics/index.tsx
index ced36ba..bbfd038 100644
--- a/frontend/src/pages/WorkspaceDashboard/Statistics/index.tsx
+++ b/frontend/src/pages/WorkspaceDashboard/Statistics/index.tsx
@@ -1,5 +1,4 @@
 import { memo, useState, useEffect } from 'react';
-import PreLoader from '../../../components/Preloader';
 import { humanFileSize, nFormatter } from '../../../utils/numbers';
 import pluralize from 'pluralize';
 import Workspace from '../../../models/workspace';
@@ -13,10 +12,6 @@ const Statistics = ({
   organization: any;
   workspace: any;
 }) => {
-  const [documents, setDocuments] = useState({
-    status: 'loading',
-    value: 0,
-  });
   const [vectors, setVectors] = useState({
     status: 'loading',
     value: 0,
@@ -45,11 +40,6 @@ const Statistics = ({
     async function collectStats() {
       if (!workspace?.slug) return false;
 
-      Workspace.stats(organization.slug, workspace.slug, 'documents').then(
-        (json) => {
-          setDocuments({ status: 'complete', value: json.value });
-        }
-      );
       Workspace.stats(organization.slug, workspace.slug, 'vectors').then(
         (json) => {
           setVectors({ status: 'complete', value: json.value });
@@ -94,7 +84,7 @@ const Statistics = ({
 
       <div className=" -mt-6 ml-4 mr-24 w-fit min-w-[303px] rounded-xl border-2 border-white/20 px-5 py-2 text-sky-400">
         <div className="flex items-center justify-between">
-          <span className="whitespace-nowrap font-jetbrains text-white">
+          <span className="font-jetbrains whitespace-nowrap text-white">
             ID:{' '}
             <span
               className={`font-jetbrainsbold transition-all duration-300 ${
diff --git a/frontend/src/pages/WorkspaceDashboard/index.tsx b/frontend/src/pages/WorkspaceDashboard/index.tsx
index 843d3ba..baff31a 100644
--- a/frontend/src/pages/WorkspaceDashboard/index.tsx
+++ b/frontend/src/pages/WorkspaceDashboard/index.tsx
@@ -824,11 +824,7 @@ function WorkspaceViewHeader({
           }
           className="flex h-11 w-11 items-center justify-center rounded-lg border-2 border-white border-opacity-20 transition-all duration-300 hover:bg-opacity-5"
         >
-          <img
-            src={logo}
-            alt="Connector logo"
-            className="h-full p-1 grayscale"
-          />
+          <img src={logo} alt="Connector logo" className="h-full p-1" />
         </button>
 
         <button
@@ -837,7 +833,7 @@ function WorkspaceViewHeader({
           }
           className="inline-flex h-11 w-[74px] flex-col items-center justify-center gap-2.5 rounded-lg bg-white bg-opacity-10 px-5 py-2.5 transition-all duration-300 hover:bg-opacity-5"
         >
-          <div className="h-[25.53px] w-11 text-center font-['Satoshi'] text-base font-bold text-white">
+          <div className="font-satoshi h-[25.53px] w-11 text-center text-base font-bold text-white">
             Sync
           </div>
         </button>
@@ -849,7 +845,7 @@ function WorkspaceViewHeader({
           }
           className="inline-flex h-11 w-[74px] flex-col items-center justify-center gap-2.5 rounded-lg bg-white bg-opacity-10 px-5 py-2.5 transition-all duration-300 hover:bg-opacity-5"
         >
-          <div className="h-[25.53px] w-11 text-center font-['Satoshi'] text-base font-bold text-white">
+          <div className="font-satoshi h-[25.53px] w-11 text-center text-base font-bold text-white">
             Clone
           </div>
         </button>
@@ -857,7 +853,7 @@ function WorkspaceViewHeader({
           onClick={deleteWorkspace}
           className="inline-flex h-11 w-[74px] flex-col items-center justify-center gap-2.5 rounded-lg border-2 border-white border-opacity-20 px-3.5 py-2.5 transition-all duration-300 hover:bg-red-500"
         >
-          <div className="h-[25.53px] w-[59px] text-center font-['Satoshi'] text-base font-bold text-white">
+          <div className="font-satoshi h-[25.53px] w-[59px] text-center text-base font-bold text-white">
             Delete
           </div>
         </button>
diff --git a/frontend/src/satoshi.css b/frontend/src/satoshi.css
deleted file mode 100644
index 6dfad85..0000000
--- a/frontend/src/satoshi.css
+++ /dev/null
@@ -1,121 +0,0 @@
-/**
- * @license
- *
- * Font Family: Satoshi
- * Designed by: Deni Anggara
- * URL: https://www.fontshare.com/fonts/satoshi
- * © 2023 Indian Type Foundry
- *
- * Font Styles:
- * Satoshi Light
- * Satoshi Light Italic
- * Satoshi Regular
- * Satoshi Italic
- * Satoshi Medium
- * Satoshi Medium Italic
- * Satoshi Bold
- * Satoshi Bold Italic
- * Satoshi Black
- * Satoshi Black Italic
- *
-*/
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-Light.woff2') format('woff2'),
-    url('./fonts/Satoshi-Light.woff') format('woff'),
-    url('./fonts/Satoshi-Light.ttf') format('truetype');
-  font-weight: 300;
-  font-display: swap;
-  font-style: normal;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-LightItalic.woff2') format('woff2'),
-    url('./fonts/Satoshi-LightItalic.woff') format('woff'),
-    url('./fonts/Satoshi-LightItalic.ttf') format('truetype');
-  font-weight: 300;
-  font-display: swap;
-  font-style: italic;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-Regular.woff2') format('woff2'),
-    url('./fonts/Satoshi-Regular.woff') format('woff'),
-    url('./fonts/Satoshi-Regular.ttf') format('truetype');
-  font-weight: 400;
-  font-display: swap;
-  font-style: normal;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-Italic.woff2') format('woff2'),
-    url('./fonts/Satoshi-Italic.woff') format('woff'),
-    url('./fonts/Satoshi-Italic.ttf') format('truetype');
-  font-weight: 400;
-  font-display: swap;
-  font-style: italic;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-Medium.woff2') format('woff2'),
-    url('./fonts/Satoshi-Medium.woff') format('woff'),
-    url('./fonts/Satoshi-Medium.ttf') format('truetype');
-  font-weight: 500;
-  font-display: swap;
-  font-style: normal;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-MediumItalic.woff2') format('woff2'),
-    url('./fonts/Satoshi-MediumItalic.woff') format('woff'),
-    url('./fonts/Satoshi-MediumItalic.ttf') format('truetype');
-  font-weight: 500;
-  font-display: swap;
-  font-style: italic;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-Bold.woff2') format('woff2'),
-    url('./fonts/Satoshi-Bold.woff') format('woff'),
-    url('./fonts/Satoshi-Bold.ttf') format('truetype');
-  font-weight: 700;
-  font-display: swap;
-  font-style: normal;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-BoldItalic.woff2') format('woff2'),
-    url('./fonts/Satoshi-BoldItalic.woff') format('woff'),
-    url('./fonts/Satoshi-BoldItalic.ttf') format('truetype');
-  font-weight: 700;
-  font-display: swap;
-  font-style: italic;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-Black.woff2') format('woff2'),
-    url('./fonts/Satoshi-Black.woff') format('woff'),
-    url('./fonts/Satoshi-Black.ttf') format('truetype');
-  font-weight: 900;
-  font-display: swap;
-  font-style: normal;
-}
-
-@font-face {
-  font-family: 'Satoshi';
-  src: url('./fonts/Satoshi-BlackItalic.woff2') format('woff2'),
-    url('./fonts/Satoshi-BlackItalic.woff') format('woff'),
-    url('./fonts/Satoshi-BlackItalic.ttf') format('truetype');
-  font-weight: 900;
-  font-display: swap;
-  font-style: italic;
-}
diff --git a/frontend/tailwind.config.cjs b/frontend/tailwind.config.cjs
index bf53636..0e81eed 100644
--- a/frontend/tailwind.config.cjs
+++ b/frontend/tailwind.config.cjs
@@ -6,11 +6,6 @@ module.exports = {
   content: ['./index.html', './src/**/*.{js,ts,jsx,tsx}'],
   darkMode: 'class',
   theme: {
-    fontFamily: {
-      satoshi: ['Satoshi', 'sans-serif'],
-      jetbrains: ['JetBrainsMono-Light', 'sans-serif'],
-      jetbrainsbold: ['JetBrainsMono-Bold', 'sans-serif'],
-    },
     screens: {
       '2xsm': '375px',
       xsm: '425px',