diff --git a/bizmatch-server/.gitignore b/bizmatch-server/.gitignore
index 0b86619..563139f 100644
--- a/bizmatch-server/.gitignore
+++ b/bizmatch-server/.gitignore
@@ -56,4 +56,7 @@ pids
 report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
 
 pictures
-pictures_base
\ No newline at end of file
+pictures_base
+
+src/*.js
+bun.lockb
diff --git a/bizmatch-server/.vscode/launch.json b/bizmatch-server/.vscode/launch.json
index c094940..6b473fd 100644
--- a/bizmatch-server/.vscode/launch.json
+++ b/bizmatch-server/.vscode/launch.json
@@ -27,6 +27,17 @@
       "smartStep": true,
       "internalConsoleOptions": "openOnSessionStart"
     },
+    {
+      "type": "node",
+      "request": "launch",
+      "name": "Launch TypeScript file",
+      "runtimeArgs": ["-r", "ts-node/register", "-r", "tsconfig-paths/register"],
+      "args": ["${workspaceFolder}/src/drizzle/import.ts"],
+      "cwd": "${workspaceFolder}",
+      "protocol": "inspector",
+      "outFiles": ["${workspaceFolder}/**/*.js"],
+      "skipFiles": ["<node_internals>/**", "${workspaceFolder}/node_modules/**/*.js"]
+    },
     {
       "type": "node",
       "request": "launch",
diff --git a/bizmatch-server/drizzle.config.ts b/bizmatch-server/drizzle.config.ts
index 1fbe407..46b9f86 100644
--- a/bizmatch-server/drizzle.config.ts
+++ b/bizmatch-server/drizzle.config.ts
@@ -1,11 +1,12 @@
-import { defineConfig } from 'drizzle-kit'
+import { defineConfig } from 'drizzle-kit';
 export default defineConfig({
-    schema: "./src/drizzle/schema.ts",
-    out: "./src/drizzle/migrations",
-    driver: 'pg',
-    dbCredentials: {
-        connectionString: process.env.DATABASE_URL,
-    },
-    verbose: true,
-    strict: true,
-})
\ No newline at end of file
+  schema: './src/drizzle/schema.ts',
+  out: './src/drizzle/migrations',
+  dialect: 'postgresql',
+  // driver: 'pg',
+  dbCredentials: {
+    url: process.env.DATABASE_URL,
+  },
+  verbose: true,
+  strict: true,
+});
diff --git a/bizmatch-server/package.json b/bizmatch-server/package.json
index ecdb4b5..9a1ce67 100644
--- a/bizmatch-server/package.json
+++ b/bizmatch-server/package.json
@@ -19,7 +19,7 @@
     "test:cov": "jest --coverage",
     "test:debug": "node --inspect-brk -r tsconfig-paths/register -r ts-node/register node_modules/.bin/jest --runInBand",
     "test:e2e": "jest --config ./test/jest-e2e.json",
-    "generate": "drizzle-kit generate:pg",
+    "generate": "drizzle-kit generate",
     "drop": "drizzle-kit drop",
     "migrate": "tsx src/drizzle/migrate.ts",
     "import": "tsx src/drizzle/import.ts",
@@ -40,7 +40,7 @@
     "fs-extra": "^11.2.0",
     "handlebars": "^4.7.8",
     "jwks-rsa": "^3.1.0",
-    "ky": "^1.2.0",
+    "ky": "^1.4.0",
     "nest-winston": "^1.9.4",
     "nodemailer": "^6.9.10",
     "nodemailer-smtp-transport": "^2.7.4",
@@ -90,7 +90,7 @@
     "supertest": "^6.3.3",
     "ts-jest": "^29.1.0",
     "ts-loader": "^9.4.3",
-    "ts-node": "^10.9.1",
+    "ts-node": "^10.9.2",
     "tsconfig-paths": "^4.2.0",
     "typescript": "^5.1.3"
   },
diff --git a/bizmatch-server/src/app.module.ts b/bizmatch-server/src/app.module.ts
index 6cb91c2..054cf48 100644
--- a/bizmatch-server/src/app.module.ts
+++ b/bizmatch-server/src/app.module.ts
@@ -4,8 +4,6 @@ import { PassportModule } from '@nestjs/passport';
 import * as dotenv from 'dotenv';
 import fs from 'fs-extra';
 import { WinstonModule, utilities as nestWinstonModuleUtilities } from 'nest-winston';
-import path from 'path';
-import { fileURLToPath } from 'url';
 import * as winston from 'winston';
 import { AppController } from './app.controller.js';
 import { AppService } from './app.service.js';
@@ -18,8 +16,8 @@ import { MailModule } from './mail/mail.module.js';
 import { RequestDurationMiddleware } from './request-duration/request-duration.middleware.js';
 import { SelectOptionsModule } from './select-options/select-options.module.js';
 import { UserModule } from './user/user.module.js';
-const __filename = fileURLToPath(import.meta.url);
-const __dirname = path.dirname(__filename);
+// const __filename = fileURLToPath(import.meta.url);
+// const __dirname = path.dirname(__filename);
 
 function loadEnvFiles() {
   // Load the .env file
diff --git a/bizmatch-server/src/auth/auth.module.ts b/bizmatch-server/src/auth/auth.module.ts
index f1a8f81..0d88910 100644
--- a/bizmatch-server/src/auth/auth.module.ts
+++ b/bizmatch-server/src/auth/auth.module.ts
@@ -1,12 +1,9 @@
 import { Module } from '@nestjs/common';
 import { PassportModule } from '@nestjs/passport';
-import path from 'path';
-import { fileURLToPath } from 'url';
 import { JwtStrategy } from '../jwt.strategy.js';
 import { AuthController } from './auth.controller.js';
 import { AuthService } from './auth.service.js';
-const __filename = fileURLToPath(import.meta.url);
-const __dirname = path.dirname(__filename);
+
 @Module({
   imports: [PassportModule],
   providers: [AuthService, JwtStrategy],
diff --git a/bizmatch-server/src/auth/auth.service.ts b/bizmatch-server/src/auth/auth.service.ts
index 57be19b..822d432 100644
--- a/bizmatch-server/src/auth/auth.service.ts
+++ b/bizmatch-server/src/auth/auth.service.ts
@@ -1,11 +1,9 @@
 import { Injectable } from '@nestjs/common';
-// import got from 'got';
 import ky from 'ky';
 import urlcat from 'urlcat';
 
 @Injectable()
 export class AuthService {
-  
   public async getAccessToken() {
     const form = new FormData();
     form.append('grant_type', 'password');
@@ -19,13 +17,15 @@ export class AuthService {
       params.append('password', process.env.password);
       const URL = `${process.env.host}${process.env.tokenURL}`;
 
-      const response = await ky.post(URL, {
-        body: params.toString(),
-        headers: {
-          'Content-Type': 'application/x-www-form-urlencoded',
-          'Authorization':'Basic YWRtaW4tY2xpOnE0RmJnazFkd0NaelFQZmt5VzhhM3NnckV5UHZlRUY3'
-        },
-      }).json();
+      const response = await ky
+        .post(URL, {
+          body: params.toString(),
+          headers: {
+            'Content-Type': 'application/x-www-form-urlencoded',
+            Authorization: 'Basic YWRtaW4tY2xpOnE0RmJnazFkd0NaelFQZmt5VzhhM3NnckV5UHZlRUY3',
+          },
+        })
+        .json();
       return (<any>response).access_token;
     } catch (error) {
       if (error.name === 'HTTPError') {
@@ -37,71 +37,83 @@ export class AuthService {
     }
   }
 
-  public async getUsers(){
+  public async getUsers() {
     const token = await this.getAccessToken();
     const URL = `${process.env.host}${process.env.usersURL}`;
-    const response = await ky.get(URL, {
-      headers: {
-        'Content-Type': 'application/x-www-form-urlencoded',
-        'Authorization':`Bearer ${token}`
-      },
-    }).json();
-    return response
+    const response = await ky
+      .get(URL, {
+        headers: {
+          'Content-Type': 'application/x-www-form-urlencoded',
+          Authorization: `Bearer ${token}`,
+        },
+      })
+      .json();
+    return response;
   }
-  public async getUser(userid:string){
+  public async getUser(userid: string) {
     const token = await this.getAccessToken();
-    const URL = urlcat(process.env.host,process.env.userURL,{userid})
-    const response = await ky.get(URL, {
-      headers: {
-        'Content-Type': 'application/x-www-form-urlencoded',
-        'Authorization':`Bearer ${token}`
-      },
-    }).json();
-    return response
+    const URL = urlcat(process.env.host, process.env.userURL, { userid });
+    const response = await ky
+      .get(URL, {
+        headers: {
+          'Content-Type': 'application/x-www-form-urlencoded',
+          Authorization: `Bearer ${token}`,
+        },
+      })
+      .json();
+    return response;
   }
-  public async getGroups(){
+  public async getGroups() {
     const token = await this.getAccessToken();
     const URL = `${process.env.host}${process.env.groupsURL}`;
-    const response = await ky.get(URL, {
-      headers: {
-        'Content-Type': 'application/x-www-form-urlencoded',
-        'Authorization':`Bearer ${token}`
-      },
-    }).json();
-    return response
+    const response = await ky
+      .get(URL, {
+        headers: {
+          'Content-Type': 'application/x-www-form-urlencoded',
+          Authorization: `Bearer ${token}`,
+        },
+      })
+      .json();
+    return response;
   }
 
-  public async getGroupsForUser(userid:string){
+  public async getGroupsForUser(userid: string) {
     const token = await this.getAccessToken();
-    const URL = urlcat(process.env.host,process.env.userGroupsURL,{userid})
-    const response = await ky.get(URL, {
-      headers: {
-        'Content-Type': 'application/x-www-form-urlencoded',
-        'Authorization':`Bearer ${token}`
-      },
-    }).json();
-    return response
+    const URL = urlcat(process.env.host, process.env.userGroupsURL, { userid });
+    const response = await ky
+      .get(URL, {
+        headers: {
+          'Content-Type': 'application/x-www-form-urlencoded',
+          Authorization: `Bearer ${token}`,
+        },
+      })
+      .json();
+    return response;
   }
-  public async getLastLogin(userid:string){
+  public async getLastLogin(userid: string) {
     const token = await this.getAccessToken();
-    const URL = urlcat(process.env.host,process.env.lastLoginURL,{userid})
-    const response = await ky.get(URL, {
-      headers: {
-        'Content-Type': 'application/x-www-form-urlencoded',
-        'Authorization':`Bearer ${token}`
-      },
-    }).json();
-    return response
+    const URL = urlcat(process.env.host, process.env.lastLoginURL, { userid });
+    const response = await ky
+      .get(URL, {
+        headers: {
+          'Content-Type': 'application/x-www-form-urlencoded',
+          Authorization: `Bearer ${token}`,
+        },
+      })
+      .json();
+    return response;
   }
-  public async addUser2Group(userid:string,groupid:string){
+  public async addUser2Group(userid: string, groupid: string) {
     const token = await this.getAccessToken();
-    const URL = urlcat(process.env.host,process.env.addUser2GroupURL,{userid,groupid})
-    const response = await ky.put(URL, {
-      headers: {
-        'Content-Type': 'application/x-www-form-urlencoded',
-        'Authorization':`Bearer ${token}`
-      },
-    }).json();
-    return response
+    const URL = urlcat(process.env.host, process.env.addUser2GroupURL, { userid, groupid });
+    const response = await ky
+      .put(URL, {
+        headers: {
+          'Content-Type': 'application/x-www-form-urlencoded',
+          Authorization: `Bearer ${token}`,
+        },
+      })
+      .json();
+    return response;
   }
 }
diff --git a/bizmatch-server/src/drizzle/import.ts b/bizmatch-server/src/drizzle/import.ts
index f1c8b05..ae259a8 100644
--- a/bizmatch-server/src/drizzle/import.ts
+++ b/bizmatch-server/src/drizzle/import.ts
@@ -1,15 +1,30 @@
 import 'dotenv/config';
 import { drizzle } from 'drizzle-orm/node-postgres';
-import { existsSync, readFileSync, readdirSync, statSync, unlinkSync } from 'fs';
+import { existsSync, readdirSync, readFileSync, statSync, unlinkSync } from 'fs';
 import fs from 'fs-extra';
 import OpenAI from 'openai';
 import { join } from 'path';
 import pkg from 'pg';
 import { rimraf } from 'rimraf';
 import sharp from 'sharp';
-import { BusinessListing, CommercialPropertyListing, User, UserData } from 'src/models/db.model.js';
-import { emailToDirName } from 'src/models/main.model.js';
+import { BusinessListing, CommercialPropertyListing, User, UserData } from '../models/db.model.js';
+import { emailToDirName, KeyValueStyle } from '../models/main.model.js';
 import * as schema from './schema.js';
+const typesOfBusiness: Array<KeyValueStyle> = [
+  { name: 'Automotive', value: '1', icon: 'fa-solid fa-car', textColorClass: 'text-green-400' },
+  { name: 'Industrial Services', value: '2', icon: 'fa-solid fa-industry', textColorClass: 'text-yellow-400' },
+  { name: 'Real Estate', value: '3', icon: 'fa-solid fa-building', textColorClass: 'text-blue-400' },
+  { name: 'Uncategorized', value: '4', icon: 'fa-solid fa-question', textColorClass: 'text-cyan-400' },
+  { name: 'Retail', value: '5', icon: 'fa-solid fa-money-bill-wave', textColorClass: 'text-pink-400' },
+  { name: 'Oilfield SVE and MFG.', value: '6', icon: 'fa-solid fa-oil-well', textColorClass: 'text-indigo-400' },
+  { name: 'Service', value: '7', icon: 'fa-solid fa-umbrella', textColorClass: 'text-teal-400' },
+  { name: 'Advertising', value: '8', icon: 'fa-solid fa-rectangle-ad', textColorClass: 'text-orange-400' },
+  { name: 'Agriculture', value: '9', icon: 'fa-solid fa-wheat-awn', textColorClass: 'text-sky-400' },
+  { name: 'Franchise', value: '10', icon: 'fa-solid fa-star', textColorClass: 'text-purple-400' },
+  { name: 'Professional', value: '11', icon: 'fa-solid fa-user-gear', textColorClass: 'text-gray-400' },
+  { name: 'Manufacturing', value: '12', icon: 'fa-solid fa-industry', textColorClass: 'text-red-400' },
+  { name: 'Food and Restaurant', value: '13', icon: 'fa-solid fa-utensils', textColorClass: 'text-amber-700' },
+];
 const { Pool } = pkg;
 
 const openai = new OpenAI({
@@ -88,11 +103,11 @@ for (const userData of usersData) {
   const data = readFileSync(`./pictures_base/logo/${i}.jpg`);
   await storeCompanyLogo(data, emailToDirName(u[0].email));
 }
+
 //Business Listings
 filePath = `./data/businesses.json`;
 data = readFileSync(filePath, 'utf8');
 const businessJsonData = JSON.parse(data) as BusinessListing[]; // Erwartet ein Array von Objekten
-
 for (const business of businessJsonData) {
   delete business.id;
   business.created = new Date(business.created);
@@ -100,7 +115,28 @@ for (const business of businessJsonData) {
   const user = getRandomItem(generatedUserData);
   business.userId = user.insertedId;
   business.imageName = emailToDirName(user.email);
-  await db.insert(schema.businesses).values(business);
+  const embeddingText = JSON.stringify({
+    type: typesOfBusiness.find(b => b.value === String(business.type))?.name,
+    title: business.title,
+    description: business.description,
+    city: business.city,
+    state: business.state,
+    price: business.price,
+    realEstateIncluded: business.realEstateIncluded,
+    leasedLocation: business.leasedLocation,
+    franchiseResale: business.franchiseResale,
+    salesRevenue: business.salesRevenue,
+    cashFlow: business.cashFlow,
+    supportAndTraining: business.supportAndTraining,
+    employees: business.employees,
+    established: business.established,
+    reasonForSale: business.reasonForSale,
+  });
+  const embedding = await createEmbedding(embeddingText);
+  await db.insert(schema.businesses).values({
+    ...business,
+    embedding: embedding,
+  });
 }
 //Corporate Listings
 filePath = `./data/commercials.json`;
@@ -131,7 +167,7 @@ await client.end();
 
 async function createEmbedding(text: string): Promise<number[]> {
   const response = await openai.embeddings.create({
-    model: 'text-embedding-ada-002',
+    model: 'text-embedding-3-small',
     input: text,
   });
   return response.data[0].embedding;
diff --git a/bizmatch-server/src/drizzle/migrate.ts b/bizmatch-server/src/drizzle/migrate.ts
index c008ec3..f114bec 100644
--- a/bizmatch-server/src/drizzle/migrate.ts
+++ b/bizmatch-server/src/drizzle/migrate.ts
@@ -1,13 +1,12 @@
 import 'dotenv/config';
 import { drizzle } from 'drizzle-orm/node-postgres';
 import pkg from 'pg';
-const { Pool } = pkg;
 import * as schema from './schema.js';
-import { migrate } from 'drizzle-orm/node-postgres/migrator';
-const connectionString = process.env.DATABASE_URL
-const pool = new Pool({connectionString})
+const { Pool } = pkg;
+const connectionString = process.env.DATABASE_URL;
+const pool = new Pool({ connectionString });
 const db = drizzle(pool, { schema });
 // This will run migrations on the database, skipping the ones already applied
-await migrate(db, { migrationsFolder: './src/drizzle/migrations' });
+//await migrate(db, { migrationsFolder: './src/drizzle/migrations' });
 // Don't forget to close the connection, otherwise the script will hang
-await pool.end();
\ No newline at end of file
+//await pool.end();
diff --git a/bizmatch-server/src/drizzle/migrations/0001_eager_sandman.sql b/bizmatch-server/src/drizzle/migrations/0001_eager_sandman.sql
new file mode 100644
index 0000000..ebab33a
--- /dev/null
+++ b/bizmatch-server/src/drizzle/migrations/0001_eager_sandman.sql
@@ -0,0 +1 @@
+ALTER TABLE "businesses" ADD COLUMN "embedding" vector(1536);
\ No newline at end of file
diff --git a/bizmatch-server/src/drizzle/migrations/meta/0000_snapshot.json b/bizmatch-server/src/drizzle/migrations/meta/0000_snapshot.json
index 6305d03..c7c464b 100644
--- a/bizmatch-server/src/drizzle/migrations/meta/0000_snapshot.json
+++ b/bizmatch-server/src/drizzle/migrations/meta/0000_snapshot.json
@@ -1,10 +1,8 @@
 {
-  "id": "f8241dfe-8f15-4656-aeb5-c9ef0ad65f28",
-  "prevId": "00000000-0000-0000-0000-000000000000",
-  "version": "5",
-  "dialect": "pg",
+  "version": "7",
+  "dialect": "postgresql",
   "tables": {
-    "businesses": {
+    "public.businesses": {
       "name": "businesses",
       "schema": "",
       "columns": {
@@ -183,21 +181,21 @@
         "businesses_userId_users_id_fk": {
           "name": "businesses_userId_users_id_fk",
           "tableFrom": "businesses",
-          "tableTo": "users",
           "columnsFrom": [
             "userId"
           ],
+          "tableTo": "users",
           "columnsTo": [
             "id"
           ],
-          "onDelete": "no action",
-          "onUpdate": "no action"
+          "onUpdate": "no action",
+          "onDelete": "no action"
         }
       },
       "compositePrimaryKeys": {},
       "uniqueConstraints": {}
     },
-    "commercials": {
+    "public.commercials": {
       "name": "commercials",
       "schema": "",
       "columns": {
@@ -352,21 +350,21 @@
         "commercials_userId_users_id_fk": {
           "name": "commercials_userId_users_id_fk",
           "tableFrom": "commercials",
-          "tableTo": "users",
           "columnsFrom": [
             "userId"
           ],
+          "tableTo": "users",
           "columnsTo": [
             "id"
           ],
-          "onDelete": "no action",
-          "onUpdate": "no action"
+          "onUpdate": "no action",
+          "onDelete": "no action"
         }
       },
       "compositePrimaryKeys": {},
       "uniqueConstraints": {}
     },
-    "users": {
+    "public.users": {
       "name": "users",
       "schema": "",
       "columns": {
@@ -499,36 +497,41 @@
     }
   },
   "enums": {
-    "customerSubType": {
+    "public.customerSubType": {
       "name": "customerSubType",
-      "values": {
-        "broker": "broker",
-        "cpa": "cpa",
-        "attorney": "attorney",
-        "titleCompany": "titleCompany",
-        "surveyor": "surveyor",
-        "appraiser": "appraiser"
-      }
+      "schema": "public",
+      "values": [
+        "broker",
+        "cpa",
+        "attorney",
+        "titleCompany",
+        "surveyor",
+        "appraiser"
+      ]
     },
-    "customerType": {
+    "public.customerType": {
       "name": "customerType",
-      "values": {
-        "buyer": "buyer",
-        "professional": "professional"
-      }
+      "schema": "public",
+      "values": [
+        "buyer",
+        "professional"
+      ]
     },
-    "gender": {
+    "public.gender": {
       "name": "gender",
-      "values": {
-        "male": "male",
-        "female": "female"
-      }
+      "schema": "public",
+      "values": [
+        "male",
+        "female"
+      ]
     }
   },
   "schemas": {},
   "_meta": {
-    "columns": {},
     "schemas": {},
-    "tables": {}
-  }
+    "tables": {},
+    "columns": {}
+  },
+  "id": "f8241dfe-8f15-4656-aeb5-c9ef0ad65f28",
+  "prevId": "00000000-0000-0000-0000-000000000000"
 }
\ No newline at end of file
diff --git a/bizmatch-server/src/drizzle/migrations/meta/0001_snapshot.json b/bizmatch-server/src/drizzle/migrations/meta/0001_snapshot.json
new file mode 100644
index 0000000..d7d5f1f
--- /dev/null
+++ b/bizmatch-server/src/drizzle/migrations/meta/0001_snapshot.json
@@ -0,0 +1,547 @@
+{
+  "id": "aac13d99-fd8d-44f9-bfb0-f00cef85809d",
+  "prevId": "f8241dfe-8f15-4656-aeb5-c9ef0ad65f28",
+  "version": "7",
+  "dialect": "postgresql",
+  "tables": {
+    "public.businesses": {
+      "name": "businesses",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "userId": {
+          "name": "userId",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "type": {
+          "name": "type",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "title": {
+          "name": "title",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "city": {
+          "name": "city",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "state": {
+          "name": "state",
+          "type": "char(2)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "price": {
+          "name": "price",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "favoritesForUser": {
+          "name": "favoritesForUser",
+          "type": "varchar(30)[]",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "draft": {
+          "name": "draft",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "listingsCategory": {
+          "name": "listingsCategory",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "realEstateIncluded": {
+          "name": "realEstateIncluded",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "leasedLocation": {
+          "name": "leasedLocation",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "franchiseResale": {
+          "name": "franchiseResale",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "salesRevenue": {
+          "name": "salesRevenue",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "cashFlow": {
+          "name": "cashFlow",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "supportAndTraining": {
+          "name": "supportAndTraining",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "employees": {
+          "name": "employees",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "established": {
+          "name": "established",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "internalListingNumber": {
+          "name": "internalListingNumber",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "reasonForSale": {
+          "name": "reasonForSale",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "brokerLicencing": {
+          "name": "brokerLicencing",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "internals": {
+          "name": "internals",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "imagePath": {
+          "name": "imagePath",
+          "type": "varchar(200)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created": {
+          "name": "created",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated": {
+          "name": "updated",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "visits": {
+          "name": "visits",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "lastVisit": {
+          "name": "lastVisit",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "embedding": {
+          "name": "embedding",
+          "type": "vector(1536)",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "businesses_userId_users_id_fk": {
+          "name": "businesses_userId_users_id_fk",
+          "tableFrom": "businesses",
+          "tableTo": "users",
+          "columnsFrom": [
+            "userId"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {}
+    },
+    "public.commercials": {
+      "name": "commercials",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "serial_id": {
+          "name": "serial_id",
+          "type": "serial",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "userId": {
+          "name": "userId",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "type": {
+          "name": "type",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "title": {
+          "name": "title",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "city": {
+          "name": "city",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "state": {
+          "name": "state",
+          "type": "char(2)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "price": {
+          "name": "price",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "favoritesForUser": {
+          "name": "favoritesForUser",
+          "type": "varchar(30)[]",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "listingsCategory": {
+          "name": "listingsCategory",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "hideImage": {
+          "name": "hideImage",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "draft": {
+          "name": "draft",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "zipCode": {
+          "name": "zipCode",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "county": {
+          "name": "county",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "email": {
+          "name": "email",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "website": {
+          "name": "website",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "phoneNumber": {
+          "name": "phoneNumber",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "imageOrder": {
+          "name": "imageOrder",
+          "type": "varchar(200)[]",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "imagePath": {
+          "name": "imagePath",
+          "type": "varchar(200)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created": {
+          "name": "created",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated": {
+          "name": "updated",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "visits": {
+          "name": "visits",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "lastVisit": {
+          "name": "lastVisit",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "commercials_userId_users_id_fk": {
+          "name": "commercials_userId_users_id_fk",
+          "tableFrom": "commercials",
+          "tableTo": "users",
+          "columnsFrom": [
+            "userId"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "no action",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {}
+    },
+    "public.users": {
+      "name": "users",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "firstname": {
+          "name": "firstname",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "lastname": {
+          "name": "lastname",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "email": {
+          "name": "email",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "phoneNumber": {
+          "name": "phoneNumber",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "companyName": {
+          "name": "companyName",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "companyOverview": {
+          "name": "companyOverview",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "companyWebsite": {
+          "name": "companyWebsite",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "companyLocation": {
+          "name": "companyLocation",
+          "type": "varchar(255)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "offeredServices": {
+          "name": "offeredServices",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "areasServed": {
+          "name": "areasServed",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "hasProfile": {
+          "name": "hasProfile",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "hasCompanyLogo": {
+          "name": "hasCompanyLogo",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "licensedIn": {
+          "name": "licensedIn",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "gender": {
+          "name": "gender",
+          "type": "gender",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "customerType": {
+          "name": "customerType",
+          "type": "customerType",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "customerSubType": {
+          "name": "customerSubType",
+          "type": "customerSubType",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created": {
+          "name": "created",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated": {
+          "name": "updated",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {}
+    }
+  },
+  "enums": {
+    "public.customerSubType": {
+      "name": "customerSubType",
+      "schema": "public",
+      "values": [
+        "broker",
+        "cpa",
+        "attorney",
+        "titleCompany",
+        "surveyor",
+        "appraiser"
+      ]
+    },
+    "public.customerType": {
+      "name": "customerType",
+      "schema": "public",
+      "values": [
+        "buyer",
+        "professional"
+      ]
+    },
+    "public.gender": {
+      "name": "gender",
+      "schema": "public",
+      "values": [
+        "male",
+        "female"
+      ]
+    }
+  },
+  "schemas": {},
+  "sequences": {},
+  "_meta": {
+    "columns": {},
+    "schemas": {},
+    "tables": {}
+  }
+}
\ No newline at end of file
diff --git a/bizmatch-server/src/drizzle/migrations/meta/_journal.json b/bizmatch-server/src/drizzle/migrations/meta/_journal.json
index 0afd75c..f591828 100644
--- a/bizmatch-server/src/drizzle/migrations/meta/_journal.json
+++ b/bizmatch-server/src/drizzle/migrations/meta/_journal.json
@@ -8,6 +8,13 @@
       "when": 1717933164279,
       "tag": "0000_known_havok",
       "breakpoints": true
+    },
+    {
+      "idx": 1,
+      "version": "7",
+      "when": 1720777203223,
+      "tag": "0001_eager_sandman",
+      "breakpoints": true
     }
   ]
 }
\ No newline at end of file
diff --git a/bizmatch-server/src/drizzle/schema.ts b/bizmatch-server/src/drizzle/schema.ts
index 7958f2d..ec51884 100644
--- a/bizmatch-server/src/drizzle/schema.ts
+++ b/bizmatch-server/src/drizzle/schema.ts
@@ -1,5 +1,5 @@
 import { boolean, char, doublePrecision, integer, jsonb, pgEnum, pgTable, serial, text, timestamp, uuid, varchar, vector } from 'drizzle-orm/pg-core';
-import { AreasServed, LicensedIn } from 'src/models/db.model';
+import { AreasServed, LicensedIn } from '../models/db.model';
 export const PG_CONNECTION = 'PG_CONNECTION';
 export const genderEnum = pgEnum('gender', ['male', 'female']);
 export const customerTypeEnum = pgEnum('customerType', ['buyer', 'professional']);
diff --git a/bizmatch-server/src/listings/commercial-property-listings.controller.ts b/bizmatch-server/src/listings/commercial-property-listings.controller.ts
index 23e5666..7054a5b 100644
--- a/bizmatch-server/src/listings/commercial-property-listings.controller.ts
+++ b/bizmatch-server/src/listings/commercial-property-listings.controller.ts
@@ -1,10 +1,10 @@
 import { Body, Controller, Delete, Get, Inject, Param, Post, Put, Request, UseGuards } from '@nestjs/common';
 import { WINSTON_MODULE_PROVIDER } from 'nest-winston';
-import { CommercialPropertyListing } from 'src/models/db.model.js';
 import { Logger } from 'winston';
 import { commercials } from '../drizzle/schema.js';
 import { FileService } from '../file/file.service.js';
 import { OptionalJwtAuthGuard } from '../jwt-auth/optional-jwt-auth.guard.js';
+import { CommercialPropertyListing } from '../models/db.model';
 import { JwtUser, ListingCriteria } from '../models/main.model.js';
 import { ListingsService } from './listings.service.js';
 
diff --git a/bizmatch-server/src/listings/listings.service.ts b/bizmatch-server/src/listings/listings.service.ts
index 70e3ac7..6456262 100644
--- a/bizmatch-server/src/listings/listings.service.ts
+++ b/bizmatch-server/src/listings/listings.service.ts
@@ -2,11 +2,11 @@ import { Inject, Injectable } from '@nestjs/common';
 import { and, eq, gte, ilike, lte, ne, or, sql } from 'drizzle-orm';
 import { NodePgDatabase } from 'drizzle-orm/node-postgres';
 import { WINSTON_MODULE_PROVIDER } from 'nest-winston';
-import { BusinessListing, CommercialPropertyListing } from 'src/models/db.model.js';
 import { Logger } from 'winston';
 import * as schema from '../drizzle/schema.js';
 import { PG_CONNECTION, businesses, commercials } from '../drizzle/schema.js';
 import { FileService } from '../file/file.service.js';
+import { BusinessListing, CommercialPropertyListing } from '../models/db.model';
 import { JwtUser, ListingCriteria, emailToDirName } from '../models/main.model.js';
 
 @Injectable()
diff --git a/bizmatch-server/src/mail/mail.controller.ts b/bizmatch-server/src/mail/mail.controller.ts
index 54e08b7..256a6c9 100644
--- a/bizmatch-server/src/mail/mail.controller.ts
+++ b/bizmatch-server/src/mail/mail.controller.ts
@@ -1,5 +1,5 @@
 import { Body, Controller, Post } from '@nestjs/common';
-import { ErrorResponse, MailInfo } from 'src/models/main.model.js';
+import { ErrorResponse, MailInfo } from '../models/main.model';
 import { MailService } from './mail.service.js';
 
 @Controller('mail')
diff --git a/bizmatch-server/src/main.ts b/bizmatch-server/src/main.ts
index bd873a8..255db8c 100644
--- a/bizmatch-server/src/main.ts
+++ b/bizmatch-server/src/main.ts
@@ -1,10 +1,7 @@
 import { NestFactory } from '@nestjs/core';
 import express from 'express';
-import path from 'path';
-import { fileURLToPath } from 'url';
 import { AppModule } from './app.module.js';
-const __filename = fileURLToPath(import.meta.url);
-const __dirname = path.dirname(__filename);
+
 async function bootstrap() {
   const server = express();
   const app = await NestFactory.create(AppModule);
diff --git a/bizmatch-server/src/models/server.model.ts b/bizmatch-server/src/models/server.model.ts
index 3bfbf67..98d2bfe 100644
--- a/bizmatch-server/src/models/server.model.ts
+++ b/bizmatch-server/src/models/server.model.ts
@@ -1,4 +1,3 @@
-import { Entity } from "redis-om";
 export interface Geo {
   id: number;
   name: string;
diff --git a/bizmatch-server/src/user/user.controller.ts b/bizmatch-server/src/user/user.controller.ts
index 6b5bf11..d792193 100644
--- a/bizmatch-server/src/user/user.controller.ts
+++ b/bizmatch-server/src/user/user.controller.ts
@@ -1,8 +1,8 @@
 import { Body, Controller, Get, Inject, Param, Post, Query } from '@nestjs/common';
 import { WINSTON_MODULE_PROVIDER } from 'nest-winston';
-import { User } from 'src/models/db.model.js';
 import { Logger } from 'winston';
 import { FileService } from '../file/file.service.js';
+import { User } from '../models/db.model';
 import { Subscription } from '../models/main.model.js';
 import { UserService } from './user.service.js';