diff --git a/.vscode/launch.json b/.vscode/launch.json
index b09ab45..16e8f4e 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -2,44 +2,113 @@
     "version": "0.2.0",
     "configurations": [
         {
-            "name": "Next.js: debug server-side",
-            "type": "node-terminal",
+            "name": "Debug Send Emails (No Previous Emails)",
+            "type": "node",
             "request": "launch",
-            "command": "npm run dev",
+            "runtimeExecutable": "node",
+            "runtimeArgs": [
+                "--require",
+                "ts-node/register"
+            ],
+            "args": [
+                "${workspaceFolder}/src/scripts/send-emails-to-customers.ts",
+                "--count=0"
+            ],
+            "cwd": "${workspaceFolder}",
+            "internalConsoleOptions": "openOnSessionStart",
             "skipFiles": [
                 "<node_internals>/**"
             ],
-            "console": "integratedTerminal"
-        },
-        {
-            "name": "Next.js: debug client-side",
-            "type": "chrome",
-            "request": "launch",
-            "url": "http://localhost:3000",
-            "webRoot": "${workspaceFolder}",
-            "sourceMapPathOverrides": {
-                "webpack://_N_E/*": "${webRoot}/*"
-            }
-        },
-        {
-            "name": "Next.js: debug full stack",
-            "type": "node-terminal",
-            "request": "launch",
-            "command": "npm run dev",
-            "serverReadyAction": {
-                "pattern": "started server on .+, url: (https?://.+)",
-                "uriFormat": "%s",
-                "action": "debugWithChrome"
+            "env": {
+                "TS_NODE_PROJECT": "${workspaceFolder}/tsconfig.scripts.json",
+                "NODE_ENV": "development"
             },
-            "console": "integratedTerminal"
+            "outFiles": [
+                "${workspaceFolder}/**/*.js"
+            ]
         },
         {
-            "name": "Next.js: attach to server",
+            "name": "Debug Send Emails (1 Previous Email)",
             "type": "node",
-            "request": "attach",
-            "port": 9229,
+            "request": "launch",
+            "runtimeExecutable": "node",
+            "runtimeArgs": [
+                "--require",
+                "ts-node/register"
+            ],
+            "args": [
+                "${workspaceFolder}/src/scripts/send-emails-to-customers.ts",
+                "--count=1"
+            ],
+            "cwd": "${workspaceFolder}",
+            "internalConsoleOptions": "openOnSessionStart",
             "skipFiles": [
                 "<node_internals>/**"
+            ],
+            "env": {
+                "TS_NODE_PROJECT": "${workspaceFolder}/tsconfig.scripts.json",
+                "NODE_ENV": "development"
+            },
+            "outFiles": [
+                "${workspaceFolder}/**/*.js"
+            ]
+        },
+        {
+            "name": "Debug Send Emails (With LMStudio Config)",
+            "type": "node",
+            "request": "launch",
+            "runtimeExecutable": "node",
+            "runtimeArgs": [
+                "--require",
+                "ts-node/register"
+            ],
+            "args": [
+                "${workspaceFolder}/src/scripts/send-emails-to-customers.ts",
+                "--count=0",
+                "--lmstudio-url=http://localhost:1234/v1/chat/completions",
+                "--model=local-model",
+                "--temperature=0.7"
+            ],
+            "cwd": "${workspaceFolder}",
+            "internalConsoleOptions": "openOnSessionStart",
+            "skipFiles": [
+                "<node_internals>/**"
+            ],
+            "env": {
+                "TS_NODE_PROJECT": "${workspaceFolder}/tsconfig.scripts.json",
+                "NODE_ENV": "development",
+                "GMAIL_USER": "your.email@gmail.com",
+                "GMAIL_APP_PASSWORD": "your-app-password"
+            },
+            "outFiles": [
+                "${workspaceFolder}/**/*.js"
+            ]
+        },
+        {
+            "name": "Debug Send Emails (Dry Run)",
+            "type": "node",
+            "request": "launch",
+            "runtimeExecutable": "node",
+            "runtimeArgs": [
+                "--require",
+                "ts-node/register"
+            ],
+            "args": [
+                "${workspaceFolder}/src/scripts/send-emails-to-customers.ts",
+                "--count=0",
+                "--dry-run=true"
+            ],
+            "cwd": "${workspaceFolder}",
+            "internalConsoleOptions": "openOnSessionStart",
+            "skipFiles": [
+                "<node_internals>/**"
+            ],
+            "env": {
+                "TS_NODE_PROJECT": "${workspaceFolder}/tsconfig.scripts.json",
+                "NODE_ENV": "development"
+            },
+            "outFiles": [
+                "${workspaceFolder}/**/*.js"
             ]
         }
     ]
diff --git a/package-lock.json b/package-lock.json
index ec5e288..c0da8dc 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -18,7 +18,9 @@
         "@editorjs/marker": "^1.4.0",
         "@editorjs/paragraph": "^2.11.7",
         "@editorjs/quote": "^2.7.6",
+        "@types/axios": "^0.14.4",
         "@types/nodemailer": "^6.4.17",
+        "axios": "^1.8.4",
         "bcrypt": "^5.1.1",
         "csv-parse": "^5.6.0",
         "jsonwebtoken": "^9.0.2",
@@ -1499,6 +1501,15 @@
         "tslib": "^2.4.0"
       }
     },
+    "node_modules/@types/axios": {
+      "version": "0.14.4",
+      "resolved": "https://registry.npmjs.org/@types/axios/-/axios-0.14.4.tgz",
+      "integrity": "sha512-9JgOaunvQdsQ/qW2OPmE5+hCeUB52lQSolecrFrthct55QekhmXEwT203s20RL+UHtCQc15y3VXpby9E7Kkh/g==",
+      "deprecated": "This is a stub types definition. axios provides its own type definitions, so you do not need this installed.",
+      "dependencies": {
+        "axios": "*"
+      }
+    },
     "node_modules/@types/bcrypt": {
       "version": "5.0.2",
       "resolved": "https://registry.npmjs.org/@types/bcrypt/-/bcrypt-5.0.2.tgz",
@@ -2335,6 +2346,11 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/asynckit": {
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
+      "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q=="
+    },
     "node_modules/available-typed-arrays": {
       "version": "1.0.7",
       "resolved": "https://registry.npmjs.org/available-typed-arrays/-/available-typed-arrays-1.0.7.tgz",
@@ -2370,6 +2386,16 @@
         "node": ">=4"
       }
     },
+    "node_modules/axios": {
+      "version": "1.8.4",
+      "resolved": "https://registry.npmjs.org/axios/-/axios-1.8.4.tgz",
+      "integrity": "sha512-eBSYY4Y68NNlHbHBMdeDmKNtDgXWhQsJcGqzO3iLUM0GraQFSS9cVgPX5I9b3lbdFKyYoAEGAZF1DwhTaljNAw==",
+      "dependencies": {
+        "follow-redirects": "^1.15.6",
+        "form-data": "^4.0.0",
+        "proxy-from-env": "^1.1.0"
+      }
+    },
     "node_modules/axobject-query": {
       "version": "4.1.0",
       "resolved": "https://registry.npmjs.org/axobject-query/-/axobject-query-4.1.0.tgz",
@@ -2570,7 +2596,6 @@
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/call-bind-apply-helpers/-/call-bind-apply-helpers-1.0.2.tgz",
       "integrity": "sha512-Sp1ablJ0ivDkSzjcaJdxEunN5/XvksFJ2sMBFfq6x0ryhQV/2b/KwFe21cMpmHtPOSij8K99/wSfoEuTObmuMQ==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "es-errors": "^1.3.0",
@@ -2735,6 +2760,17 @@
         "color-support": "bin.js"
       }
     },
+    "node_modules/combined-stream": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/combined-stream/-/combined-stream-1.0.8.tgz",
+      "integrity": "sha512-FQN4MRfuJeHf7cBbBMJFXhKSDq+2kAArBlmRBvcvFE5BB1HZKXtSFASDhdlz9zOYwxh8lDdnvmMOe/+5cdoEdg==",
+      "dependencies": {
+        "delayed-stream": "~1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/concat-map": {
       "version": "0.0.1",
       "resolved": "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz",
@@ -2930,6 +2966,14 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/delayed-stream": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/delayed-stream/-/delayed-stream-1.0.0.tgz",
+      "integrity": "sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==",
+      "engines": {
+        "node": ">=0.4.0"
+      }
+    },
     "node_modules/delegates": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/delegates/-/delegates-1.0.0.tgz",
@@ -2992,7 +3036,6 @@
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/dunder-proto/-/dunder-proto-1.0.1.tgz",
       "integrity": "sha512-KIN/nDJBQRcXw0MLVhZE9iQHmG68qAVIBg9CqmUYjmQIhgij9U5MFvrqkUL5FbtyyzZuOeOt0zdeRe4UY7ct+A==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "call-bind-apply-helpers": "^1.0.1",
@@ -3144,7 +3187,6 @@
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/es-define-property/-/es-define-property-1.0.1.tgz",
       "integrity": "sha512-e3nRfgfUZ4rNGL232gUgX06QNyyez04KdjFrF+LTRoOXmrOgFKDg4BCdsjW8EnT69eqdYGmRpJwiPVYNrCaW3g==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">= 0.4"
@@ -3154,7 +3196,6 @@
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/es-errors/-/es-errors-1.3.0.tgz",
       "integrity": "sha512-Zf5H2Kxt2xjTvbJvP2ZWLEICxA6j+hAmMzIlypy4xcBg1vKVnx89Wy0GbS+kf5cwCVFFzdCFh2XSCFNULS6csw==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">= 0.4"
@@ -3192,7 +3233,6 @@
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/es-object-atoms/-/es-object-atoms-1.1.1.tgz",
       "integrity": "sha512-FGgH2h8zKNim9ljj7dankFPcICIK9Cp5bm+c2gQSYePhpaG5+esrLODihIorn+Pe6FGJzWhXQotPv73jTaldXA==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "es-errors": "^1.3.0"
@@ -3205,7 +3245,6 @@
       "version": "2.1.0",
       "resolved": "https://registry.npmjs.org/es-set-tostringtag/-/es-set-tostringtag-2.1.0.tgz",
       "integrity": "sha512-j6vWzfrGVfyXxge+O0x5sh6cvxAog0a/4Rdd2K36zCMV5eJ+/+tOAngRO8cODMNWbVRdVlmGZQL2YS3yR8bIUA==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "es-errors": "^1.3.0",
@@ -3836,6 +3875,25 @@
       "dev": true,
       "license": "ISC"
     },
+    "node_modules/follow-redirects": {
+      "version": "1.15.9",
+      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.9.tgz",
+      "integrity": "sha512-gew4GsXizNgdoRyqmyfMHyAmXsZDk6mHkSxZFCzW9gwlbtOW44CDtYavM+y+72qD/Vq2l550kMF52DT8fOLJqQ==",
+      "funding": [
+        {
+          "type": "individual",
+          "url": "https://github.com/sponsors/RubenVerborgh"
+        }
+      ],
+      "engines": {
+        "node": ">=4.0"
+      },
+      "peerDependenciesMeta": {
+        "debug": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/for-each": {
       "version": "0.3.5",
       "resolved": "https://registry.npmjs.org/for-each/-/for-each-0.3.5.tgz",
@@ -3880,6 +3938,20 @@
         "url": "https://github.com/sponsors/isaacs"
       }
     },
+    "node_modules/form-data": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.2.tgz",
+      "integrity": "sha512-hGfm/slu0ZabnNt4oaRZ6uREyfCj6P4fT/n6A1rGV+Z0VdGXjfOhVUpkn6qVQONHGIFwmveGXyDs75+nr6FM8w==",
+      "dependencies": {
+        "asynckit": "^0.4.0",
+        "combined-stream": "^1.0.8",
+        "es-set-tostringtag": "^2.1.0",
+        "mime-types": "^2.1.12"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
     "node_modules/fs-constants": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/fs-constants/-/fs-constants-1.0.0.tgz",
@@ -3908,7 +3980,6 @@
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/function-bind/-/function-bind-1.1.2.tgz",
       "integrity": "sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA==",
-      "dev": true,
       "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/ljharb"
@@ -3988,7 +4059,6 @@
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/get-intrinsic/-/get-intrinsic-1.3.0.tgz",
       "integrity": "sha512-9fSjSaos/fRIVIp+xSJlE6lfwhES7LNtKaCBIamHsjr2na1BiABJPo0mOjjz8GJDURarmCPGqaiVg5mfjb98CQ==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "call-bind-apply-helpers": "^1.0.2",
@@ -4013,7 +4083,6 @@
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/get-proto/-/get-proto-1.0.1.tgz",
       "integrity": "sha512-sTSfBjoXBp89JvIKIefqw7U2CCebsc74kiY6awiGogKtoSGbgjYE/G/+l9sF3MWFPNc9IcoOC4ODfKHfxFmp0g==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "dunder-proto": "^1.0.1",
@@ -4128,7 +4197,6 @@
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/gopd/-/gopd-1.2.0.tgz",
       "integrity": "sha512-ZUKRh6/kUFoAiTAtTYPZJ3hw9wNxx+BIBOijnlG9PnrJsCcSjs1wyyD6vJpaYtgnzDrKYRSqf3OO6Rfa93xsRg==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">= 0.4"
@@ -4207,7 +4275,6 @@
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/has-symbols/-/has-symbols-1.1.0.tgz",
       "integrity": "sha512-1cDNdwJ2Jaohmb3sg4OmKaMBwuC48sYni5HUw2DvsC8LjGTLK9h+eb1X6RyuOHe4hT0ULCW68iomhjUoKUqlPQ==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">= 0.4"
@@ -4220,7 +4287,6 @@
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/has-tostringtag/-/has-tostringtag-1.0.2.tgz",
       "integrity": "sha512-NqADB8VjPFLM2V0VvHUewwwsw0ZWBaIdgo+ieHtK3hasLz4qeCRjYcqfB6AQrBggRKppKF8L52/VqdVsO47Dlw==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "has-symbols": "^1.0.3"
@@ -4242,7 +4308,6 @@
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.2.tgz",
       "integrity": "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "function-bind": "^1.1.2"
@@ -5493,7 +5558,6 @@
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/math-intrinsics/-/math-intrinsics-1.1.0.tgz",
       "integrity": "sha512-/IXtbwEk5HTPyEwyKX6hGkYXxM9nbj64B+ilVJnC/R6B0pH5G4V3b0pVbL7DBj4tkhBAppbQUlf6F6Xl9LHu1g==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">= 0.4"
@@ -5523,6 +5587,25 @@
         "node": ">=8.6"
       }
     },
+    "node_modules/mime-db": {
+      "version": "1.52.0",
+      "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.52.0.tgz",
+      "integrity": "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/mime-types": {
+      "version": "2.1.35",
+      "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-2.1.35.tgz",
+      "integrity": "sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw==",
+      "dependencies": {
+        "mime-db": "1.52.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
     "node_modules/mimic-response": {
       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/mimic-response/-/mimic-response-3.1.0.tgz",
@@ -6537,6 +6620,11 @@
         "react-is": "^16.13.1"
       }
     },
+    "node_modules/proxy-from-env": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-1.1.0.tgz",
+      "integrity": "sha512-D+zkORCbA9f1tdWRK0RaCR3GPv50cMxcrz4X8k5LTSUD1Dkw47mKJEZQNunItRTkWwgtaUSo1RVFRIG9ZXiFYg=="
+    },
     "node_modules/pump": {
       "version": "3.0.2",
       "resolved": "https://registry.npmjs.org/pump/-/pump-3.0.2.tgz",
diff --git a/package.json b/package.json
index e3f3bde..388d94f 100644
--- a/package.json
+++ b/package.json
@@ -23,7 +23,9 @@
     "@editorjs/marker": "^1.4.0",
     "@editorjs/paragraph": "^2.11.7",
     "@editorjs/quote": "^2.7.6",
+    "@types/axios": "^0.14.4",
     "@types/nodemailer": "^6.4.17",
+    "axios": "^1.8.4",
     "bcrypt": "^5.1.1",
     "csv-parse": "^5.6.0",
     "jsonwebtoken": "^9.0.2",
@@ -51,4 +53,4 @@
     "ts-node": "^10.9.2",
     "typescript": "^5"
   }
-}
\ No newline at end of file
+}
diff --git a/src/scripts/send-emails-to-customers.ts b/src/scripts/send-emails-to-customers.ts
index 0cb2a50..de9732e 100644
--- a/src/scripts/send-emails-to-customers.ts
+++ b/src/scripts/send-emails-to-customers.ts
@@ -3,20 +3,132 @@ import { getDataSource } from '../lib/database';
 import { Customer } from '../lib/database/entities/Customer';
 import { ContactRecord } from '../lib/database/entities/ContactRecord';
 import { sendEmail } from '../lib/email';
+import axios from 'axios';
 
 // Get command line arguments
 const args = process.argv.slice(2);
 const emailCountArg = args.find(arg => arg.startsWith('--count='));
+const lmStudioUrlArg = args.find(arg => arg.startsWith('--lmstudio-url='));
+const modelArg = args.find(arg => arg.startsWith('--model='));
+const temperatureArg = args.find(arg => arg.startsWith('--temperature='));
+const dryRunArg = args.find(arg => arg.startsWith('--dry-run='));
+
+// Parse arguments with defaults
 const defaultEmailCount = 0;
 const emailCount = emailCountArg
     ? parseInt(emailCountArg.split('=')[1], 10)
     : defaultEmailCount;
 
+// LMStudio API settings
+const lmStudioUrl = lmStudioUrlArg
+    ? lmStudioUrlArg.split('=')[1]
+    : 'http://localhost:3000/v1/chat/completions'; // Default LMStudio API endpoint
+const model = modelArg
+    ? modelArg.split('=')[1]
+    : 'local-model'; // Default model name
+const temperature = temperatureArg
+    ? parseFloat(temperatureArg.split('=')[1])
+    : 0.7; // Default temperature
+
+// Dry run mode - generate content but don't send emails or create records
+const dryRun = dryRunArg
+    ? dryRunArg.split('=')[1].toLowerCase() === 'true'
+    : false;
+
 if (isNaN(emailCount) || emailCount < 0) {
     console.error('Error: Email count must be a non-negative number');
     process.exit(1);
 }
 
+// Function to generate email content using LMStudio API
+async function generateEmailContent(
+    customer: Customer,
+    emailCount: number
+): Promise<{ subject: string; body: string }> {
+    try {
+        console.log(`Generating email content for ${customer.name} using LMStudio API...`);
+
+        // Create a prompt based on customer info and email count
+        let prompt = '';
+        if (emailCount === 0) {
+            prompt = `Generate a welcome email for a new customer named ${customer.name} from ${customer.url}. 
+            This is the first contact with them. The email should be professional but friendly.
+            Return ONLY a JSON object with 'subject' and 'body' fields. The body should be in HTML format.`;
+        }/* else if (emailCount === 1) {
+            prompt = `Generate a follow-up email for customer ${customer.name} from ${customer.url}.
+            This is the second contact with them. The email should reference a previous welcome email and provide more value.
+            Return ONLY a JSON object with 'subject' and 'body' fields. The body should be in HTML format.`;
+        } else {
+            prompt = `Generate a relationship-building email for a regular customer named ${customer.name} from ${customer.url}.
+            This is contact number ${emailCount + 1} with them. The email should be personalized and provide specific value.
+            Return ONLY a JSON object with 'subject' and 'body' fields. The body should be in HTML format.`;
+        } */
+
+        // Call LMStudio API
+        const response = await axios.post(
+            lmStudioUrl,
+            {
+                model: model,
+                messages: [
+                    { role: 'system', content: 'You are an expert email copywriter who creates engaging, professional emails.' },
+                    { role: 'user', content: prompt }
+                ],
+                temperature: temperature,
+                max_tokens: 1000
+            },
+            {
+                headers: {
+                    'Content-Type': 'application/json'
+                }
+            }
+        );
+
+        // Parse the response to extract the JSON
+        const assistantMessage = response.data.choices[0].message.content;
+
+        // Try to extract JSON from the response
+        try {
+            // Look for JSON object in the response
+            const jsonMatch = assistantMessage.match(/\{[\s\S]*\}/);
+            if (jsonMatch) {
+                const jsonStr = jsonMatch[0];
+                const emailContent = JSON.parse(jsonStr);
+
+                if (emailContent.subject && emailContent.body) {
+                    return {
+                        subject: emailContent.subject,
+                        body: emailContent.body
+                    };
+                }
+            }
+
+            // If we couldn't parse JSON or it doesn't have required fields
+            throw new Error('Could not parse valid JSON from LMStudio response');
+        } catch (parseError) {
+            console.warn('Failed to parse JSON from LMStudio response, using fallback content');
+            console.warn('LMStudio response:', assistantMessage);
+
+            // Fallback content
+            return {
+                subject: `Update from Our Company - Contact #${emailCount + 1}`,
+                body: `<h1>Hello ${customer.name}!</h1><p>Thank you for your continued interest in our services. We appreciate your business.</p>`
+            };
+        }
+    } catch (error) {
+        const errorMessage = error instanceof Error
+            ? error.message
+            : 'Unknown error occurred';
+
+        console.error('Error calling LMStudio API:', errorMessage);
+
+        // Fallback content in case of API error
+        return {
+            subject: `Important Update - Contact #${emailCount + 1}`,
+            body: `<h1>Hello ${customer.name}!</h1><p>Thank you for your interest in our services. We look forward to working with you!</p>`
+        };
+    }
+}
+
 async function main() {
     try {
         console.log('Initializing database connection...');
@@ -71,39 +183,42 @@ async function main() {
         console.log('\nSending emails to customers...');
 
         // Send emails to each customer
-        let emailSubject = 'Welcome to Our Service';
-        let emailBody = 'Thank you for your interest in our services. We look forward to working with you!';
-
-        // Customize email based on email count
-        if (emailCount === 0) {
-            emailSubject = 'Welcome to Our Service';
-            emailBody = 'Thank you for your interest in our services. We look forward to working with you!';
-        } else if (emailCount === 1) {
-            emailSubject = 'Follow-up on Our Services';
-            emailBody = 'We hope you found our previous information helpful. Here are some additional details about our services.';
-        } else {
-            emailSubject = `Important Update - Contact #${emailCount + 1}`;
-            emailBody = 'We wanted to share some important updates about our services that might interest you.';
-        }
-
         for (const customer of filteredCustomers) {
-            console.log(`Sending email to ${customer.name} (${customer.email})...`);
+            console.log(`Processing email for ${customer.name} (${customer.email})...`);
 
             try {
-                const result = await sendEmail(
-                    customer.id,
-                    emailSubject,
-                    emailBody,
-                    `<h1>Hello ${customer.name}!</h1><p>${emailBody}</p>`
-                );
+                // Generate email content using LMStudio
+                const emailContent = await generateEmailContent(customer, emailCount);
 
-                if (result.success) {
-                    console.log(`✅ Email sent successfully to ${customer.email}`);
+                console.log(`Generated subject: ${emailContent.subject}`);
+
+                if (dryRun) {
+                    console.log(`[DRY RUN] Would send email to ${customer.name} (${customer.email})`);
+                    console.log(`[DRY RUN] Subject: ${emailContent.subject}`);
+                    console.log(`[DRY RUN] Body: ${emailContent.body.replace(/<[^>]*>/g, '')}`);
+                    console.log(`[DRY RUN] No email sent and no contact record created.`);
                 } else {
-                    console.error(`❌ Failed to send email to ${customer.email}: ${result.error}`);
+                    console.log(`Sending email to ${customer.name}...`);
+
+                    const result = await sendEmail(
+                        customer.id,
+                        emailContent.subject,
+                        emailContent.body.replace(/<[^>]*>/g, ''), // Plain text version (strip HTML)
+                        emailContent.body // HTML version
+                    );
+
+                    if (result.success) {
+                        console.log(`✅ Email sent successfully to ${customer.email}`);
+                    } else {
+                        console.error(`❌ Failed to send email to ${customer.email}: ${result.error}`);
+                    }
                 }
             } catch (error) {
-                console.error(`❌ Error sending email to ${customer.email}:`, error);
+                const errorMessage = error instanceof Error
+                    ? error.message
+                    : 'Unknown error occurred';
+
+                console.error(`❌ Error sending email to ${customer.email}:`, errorMessage);
             }
 
             // Add a small delay between emails to avoid rate limiting
@@ -114,13 +229,21 @@ async function main() {
         await dataSource.destroy();
 
     } catch (error) {
-        console.error('An error occurred:', error);
+        const errorMessage = error instanceof Error
+            ? error.message
+            : 'Unknown error occurred';
+
+        console.error('An error occurred:', errorMessage);
         process.exit(1);
     }
 }
 
 // Run the main function
 main().catch(error => {
-    console.error('Unhandled error:', error);
+    const errorMessage = error instanceof Error
+        ? error.message
+        : 'Unknown error occurred';
+
+    console.error('Unhandled error:', errorMessage);
     process.exit(1);
 });