diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 45b2bd0..b0df824 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,8 +1,5 @@
 name: Beavs AI Continuous Integration
 
-env:
-  HUSKY: 0
-
 on:
   push:
     branches:
@@ -14,6 +11,8 @@ on:
 jobs:
   ci:
     runs-on: ubuntu-latest
+    env:
+      HUSKY: 0
 
     steps:
       - name: Checkout code
@@ -36,5 +35,15 @@ jobs:
       - name: Type-check
         run: npm run type-check
 
+      - name: Create .env.local file
+        run: |
+          echo "PINECONE_API_KEY=${{ secrets.PINECONE_API_KEY }}" >> .env.local
+          echo "PINECONE_INDEX_NAME=${{ secrets.PINECONE_INDEX_NAME }}" >> .env.local
+          echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY }}" >> .env.local
+
       - name: Build project
+        env:
+          PINECONE_API_KEY: ${{ secrets.PINECONE_API_KEY }}
+          PINECONE_INDEX_NAME: ${{ secrets.PINECONE_INDEX_NAME }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
         run: npm run build
diff --git a/package-lock.json b/package-lock.json
index 674c76c..dc02f97 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -10,6 +10,7 @@
             "dependencies": {
                 "@auth/prisma-adapter": "^2.7.2",
                 "@hookform/resolvers": "^3.9.0",
+                "@pinecone-database/pinecone": "^4.0.0",
                 "@prisma/client": "^5.21.1",
                 "@radix-ui/react-accordion": "^1.2.1",
                 "@radix-ui/react-alert-dialog": "^1.1.2",
@@ -43,12 +44,14 @@
                 "clsx": "^2.1.1",
                 "cmdk": "^1.0.0",
                 "date-fns": "^4.1.0",
+                "dotenv": "^16.4.5",
                 "embla-carousel-react": "^8.3.0",
                 "input-otp": "^1.2.4",
                 "lucide-react": "^0.453.0",
                 "next": "15.0.1",
                 "next-auth": "^5.0.0-beta.25",
                 "next-themes": "^0.3.0",
+                "openai": "^4.70.2",
                 "react": "19.0.0-rc-69d4b800-20241021",
                 "react-day-picker": "^8.10.1",
                 "react-dom": "19.0.0-rc-69d4b800-20241021",
@@ -80,7 +83,6 @@
             "version": "5.2.0",
             "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
             "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=10"
@@ -667,7 +669,6 @@
             "version": "8.0.2",
             "resolved": "https://registry.npmjs.org/@isaacs/cliui/-/cliui-8.0.2.tgz",
             "integrity": "sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==",
-            "dev": true,
             "license": "ISC",
             "dependencies": {
                 "string-width": "^5.1.2",
@@ -685,7 +686,6 @@
             "version": "6.1.0",
             "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.1.0.tgz",
             "integrity": "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=12"
@@ -698,7 +698,6 @@
             "version": "7.1.0",
             "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.0.tgz",
             "integrity": "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "ansi-regex": "^6.0.1"
@@ -714,7 +713,6 @@
             "version": "0.3.5",
             "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.5.tgz",
             "integrity": "sha512-IzL8ZoEDIBRWEzlCcRhOaCupYyN5gdIK+Q6fbFdPDg6HqX6jpkItn7DFIpW9LQzXG6Df9sA7+OKnq0qlz/GaQg==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "@jridgewell/set-array": "^1.2.1",
@@ -729,7 +727,6 @@
             "version": "3.1.2",
             "resolved": "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.1.2.tgz",
             "integrity": "sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=6.0.0"
@@ -739,7 +736,6 @@
             "version": "1.2.1",
             "resolved": "https://registry.npmjs.org/@jridgewell/set-array/-/set-array-1.2.1.tgz",
             "integrity": "sha512-R8gLRTZeyp03ymzP/6Lil/28tGeGEzhx1q2k703KGWRAI1VdvPIXdG70VJc2pAMw3NA6JKL5hhFu1sJX0Mnn/A==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=6.0.0"
@@ -749,14 +745,12 @@
             "version": "1.5.0",
             "resolved": "https://registry.npmjs.org/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.0.tgz",
             "integrity": "sha512-gv3ZRaISU3fjPAgNsriBRqGWQL6quFx04YMPW/zD8XMLsU32mhCCbfbO6KZFLjvYpCZ8zyDEgqsgf+PwPaM7GQ==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/@jridgewell/trace-mapping": {
             "version": "0.3.25",
             "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.25.tgz",
             "integrity": "sha512-vNk6aEwybGtawWmy/PzwnGDOjCkLWSD2wqvjGGAgOAwCGWySYXfYoxt00IJkTF+8Lb57DwOb3Aa0o9CApepiYQ==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "@jridgewell/resolve-uri": "^3.1.0",
@@ -911,7 +905,6 @@
             "version": "2.1.5",
             "resolved": "https://registry.npmjs.org/@nodelib/fs.scandir/-/fs.scandir-2.1.5.tgz",
             "integrity": "sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "@nodelib/fs.stat": "2.0.5",
@@ -925,7 +918,6 @@
             "version": "2.0.5",
             "resolved": "https://registry.npmjs.org/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz",
             "integrity": "sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">= 8"
@@ -935,7 +927,6 @@
             "version": "1.2.8",
             "resolved": "https://registry.npmjs.org/@nodelib/fs.walk/-/fs.walk-1.2.8.tgz",
             "integrity": "sha512-oGB+UxlgWcgQkgwo8GcEGwemoTFt3FIO9ababBmaGwXIoBKZ+GTy0pP185beGg7Llih/NSHSV2XAs1lnznocSg==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "@nodelib/fs.scandir": "2.1.5",
@@ -964,11 +955,22 @@
                 "url": "https://github.com/sponsors/panva"
             }
         },
+        "node_modules/@pinecone-database/pinecone": {
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/@pinecone-database/pinecone/-/pinecone-4.0.0.tgz",
+            "integrity": "sha512-INYS+GBys9v5BRTyn0tv8srVsPTlSRvE3BPE4Wkc/lOEyAIyB9F7DEMXbeF19FOLEgRwCuHTLjzm1niENl+4FA==",
+            "license": "Apache-2.0",
+            "dependencies": {
+                "encoding": "^0.1.13"
+            },
+            "engines": {
+                "node": ">=18.0.0"
+            }
+        },
         "node_modules/@pkgjs/parseargs": {
             "version": "0.11.0",
             "resolved": "https://registry.npmjs.org/@pkgjs/parseargs/-/parseargs-0.11.0.tgz",
             "integrity": "sha512-+1VkjdD0QBLPodGrJUeqarH8VAIvQODIbwh9XpP5Syisf7YoQgsJKPNFoqqLQlu+VQ/tVSshMR6loPMn8U+dPg==",
-            "dev": true,
             "license": "MIT",
             "optional": true,
             "engines": {
@@ -997,14 +999,14 @@
             "version": "5.21.1",
             "resolved": "https://registry.npmjs.org/@prisma/debug/-/debug-5.21.1.tgz",
             "integrity": "sha512-uY8SAhcnORhvgtOrNdvWS98Aq/nkQ9QDUxrWAgW8XrCZaI3j2X7zb7Xe6GQSh6xSesKffFbFlkw0c2luHQviZA==",
-            "dev": true,
+            "devOptional": true,
             "license": "Apache-2.0"
         },
         "node_modules/@prisma/engines": {
             "version": "5.21.1",
             "resolved": "https://registry.npmjs.org/@prisma/engines/-/engines-5.21.1.tgz",
             "integrity": "sha512-hGVTldUkIkTwoV8//hmnAAiAchi4oMEKD3aW5H2RrnI50tTdwza7VQbTTAyN3OIHWlK5DVg6xV7X8N/9dtOydA==",
-            "dev": true,
+            "devOptional": true,
             "hasInstallScript": true,
             "license": "Apache-2.0",
             "dependencies": {
@@ -1018,14 +1020,14 @@
             "version": "5.21.1-1.bf0e5e8a04cada8225617067eaa03d041e2bba36",
             "resolved": "https://registry.npmjs.org/@prisma/engines-version/-/engines-version-5.21.1-1.bf0e5e8a04cada8225617067eaa03d041e2bba36.tgz",
             "integrity": "sha512-qvnEflL0//lh44S/T9NcvTMxfyowNeUxTunPcDfKPjyJNrCNf2F1zQLcUv5UHAruECpX+zz21CzsC7V2xAeM7Q==",
-            "dev": true,
+            "devOptional": true,
             "license": "Apache-2.0"
         },
         "node_modules/@prisma/fetch-engine": {
             "version": "5.21.1",
             "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-5.21.1.tgz",
             "integrity": "sha512-70S31vgpCGcp9J+mh/wHtLCkVezLUqe/fGWk3J3JWZIN7prdYSlr1C0niaWUyNK2VflLXYi8kMjAmSxUVq6WGQ==",
-            "dev": true,
+            "devOptional": true,
             "license": "Apache-2.0",
             "dependencies": {
                 "@prisma/debug": "5.21.1",
@@ -1037,7 +1039,7 @@
             "version": "5.21.1",
             "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-5.21.1.tgz",
             "integrity": "sha512-sRxjL3Igst3ct+e8ya/x//cDXmpLbZQ5vfps2N4tWl4VGKQAmym77C/IG/psSMsQKszc8uFC/q1dgmKFLUgXZQ==",
-            "dev": true,
+            "devOptional": true,
             "license": "Apache-2.0",
             "dependencies": {
                 "@prisma/debug": "5.21.1"
@@ -2552,24 +2554,33 @@
             "version": "20.17.1",
             "resolved": "https://registry.npmjs.org/@types/node/-/node-20.17.1.tgz",
             "integrity": "sha512-j2VlPv1NnwPJbaCNv69FO/1z4lId0QmGvpT41YxitRtWlg96g/j8qcv2RKsLKe2F6OJgyXhupN1Xo17b2m139Q==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "undici-types": "~6.19.2"
             }
         },
+        "node_modules/@types/node-fetch": {
+            "version": "2.6.11",
+            "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.11.tgz",
+            "integrity": "sha512-24xFj9R5+rfQJLRyM56qh+wnVSYhyXC2tkoBndtY0U+vubqNsYXGjufB2nn8Q6gt0LrARwL6UBtMCSVCwl4B1g==",
+            "license": "MIT",
+            "dependencies": {
+                "@types/node": "*",
+                "form-data": "^4.0.0"
+            }
+        },
         "node_modules/@types/prop-types": {
             "version": "15.7.13",
             "resolved": "https://registry.npmjs.org/@types/prop-types/-/prop-types-15.7.13.tgz",
             "integrity": "sha512-hCZTSvwbzWGvhqxp/RqVqwU999pBf2vp7hzIjiYOsl8wqOmUxkQ6ddw1cV3l8811+kdUFus/q4d1Y3E3SyEifA==",
-            "dev": true,
+            "devOptional": true,
             "license": "MIT"
         },
         "node_modules/@types/react": {
             "version": "18.3.12",
             "resolved": "https://registry.npmjs.org/@types/react/-/react-18.3.12.tgz",
             "integrity": "sha512-D2wOSq/d6Agt28q7rSI3jhU7G6aiuzljDGZ2hTZHIkrTLUI+AF3WMeKkEZ9nN2fkBAlcktT6vcZjDFiIhMYEQw==",
-            "dev": true,
+            "devOptional": true,
             "license": "MIT",
             "dependencies": {
                 "@types/prop-types": "*",
@@ -2580,7 +2591,7 @@
             "version": "18.3.1",
             "resolved": "https://registry.npmjs.org/@types/react-dom/-/react-dom-18.3.1.tgz",
             "integrity": "sha512-qW1Mfv8taImTthu4KoXgDfLuk4bydU6Q/TkADnDWWHwi4NX4BR+LWfTp2sVmTqRrsHvyDDTelgelxJ+SsejKKQ==",
-            "dev": true,
+            "devOptional": true,
             "license": "MIT",
             "dependencies": {
                 "@types/react": "*"
@@ -2839,6 +2850,18 @@
             "dev": true,
             "license": "ISC"
         },
+        "node_modules/abort-controller": {
+            "version": "3.0.0",
+            "resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
+            "integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
+            "license": "MIT",
+            "dependencies": {
+                "event-target-shim": "^5.0.0"
+            },
+            "engines": {
+                "node": ">=6.5"
+            }
+        },
         "node_modules/acorn": {
             "version": "8.13.0",
             "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.13.0.tgz",
@@ -2862,6 +2885,18 @@
                 "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
             }
         },
+        "node_modules/agentkeepalive": {
+            "version": "4.5.0",
+            "resolved": "https://registry.npmjs.org/agentkeepalive/-/agentkeepalive-4.5.0.tgz",
+            "integrity": "sha512-5GG/5IbQQpC9FpkRGsSvZI5QYeSCzlJHdpBQntCsuTOxhKD8lqKhrleg2Yi7yvMIf82Ycmmqln9U8V9qwEiJew==",
+            "license": "MIT",
+            "dependencies": {
+                "humanize-ms": "^1.2.1"
+            },
+            "engines": {
+                "node": ">= 8.0.0"
+            }
+        },
         "node_modules/ajv": {
             "version": "6.12.6",
             "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz",
@@ -2883,7 +2918,6 @@
             "version": "5.0.1",
             "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
             "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=8"
@@ -2893,7 +2927,6 @@
             "version": "4.3.0",
             "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
             "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "color-convert": "^2.0.1"
@@ -2909,14 +2942,12 @@
             "version": "1.3.0",
             "resolved": "https://registry.npmjs.org/any-promise/-/any-promise-1.3.0.tgz",
             "integrity": "sha512-7UvmKalWRt1wgjL1RrGxoSJW/0QZFIegpeGvZG9kjp8vrRu55XTHbwnqq2GpXm9uLbcuhxm3IqX9OB4MZR1b2A==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/anymatch": {
             "version": "3.1.3",
             "resolved": "https://registry.npmjs.org/anymatch/-/anymatch-3.1.3.tgz",
             "integrity": "sha512-KMReFUr0B4t+D+OBkjR3KYqvocp2XaSzO55UcB6mgQMd3KbcE+mWTyvVV7D/zsdEbNnV6acZUutkiHQXvTr1Rw==",
-            "dev": true,
             "license": "ISC",
             "dependencies": {
                 "normalize-path": "^3.0.0",
@@ -2930,7 +2961,6 @@
             "version": "5.0.2",
             "resolved": "https://registry.npmjs.org/arg/-/arg-5.0.2.tgz",
             "integrity": "sha512-PYjyFOLKQ9y57JvQ6QLo8dAgNqswh8M1RMJYdQduT6xbWSgK36P/Z/v+p888pM69jMMfS8Xd8F6I1kQ/I9HUGg==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/argparse": {
@@ -3127,6 +3157,12 @@
             "dev": true,
             "license": "MIT"
         },
+        "node_modules/asynckit": {
+            "version": "0.4.0",
+            "resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
+            "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==",
+            "license": "MIT"
+        },
         "node_modules/available-typed-arrays": {
             "version": "1.0.7",
             "resolved": "https://registry.npmjs.org/available-typed-arrays/-/available-typed-arrays-1.0.7.tgz",
@@ -3167,14 +3203,12 @@
             "version": "1.0.2",
             "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
             "integrity": "sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/binary-extensions": {
             "version": "2.3.0",
             "resolved": "https://registry.npmjs.org/binary-extensions/-/binary-extensions-2.3.0.tgz",
             "integrity": "sha512-Ceh+7ox5qe7LJuLHoY0feh3pHuUDHAcRUeyL2VYghZwfpkNIy/+8Ocg0a3UuSoYzavmylwuLWQOf3hl0jjMMIw==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=8"
@@ -3198,7 +3232,6 @@
             "version": "3.0.3",
             "resolved": "https://registry.npmjs.org/braces/-/braces-3.0.3.tgz",
             "integrity": "sha512-yQbXgO/OSZVD2IsiLlro+7Hf6Q18EJrKSEsdoMzKePKXct3gvD8oLcOQdIzGupr5Fj+EDe8gO/lxc1BzfMpxvA==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "fill-range": "^7.1.1"
@@ -3252,7 +3285,6 @@
             "version": "2.0.1",
             "resolved": "https://registry.npmjs.org/camelcase-css/-/camelcase-css-2.0.1.tgz",
             "integrity": "sha512-QOSvevhslijgYwRx6Rv7zKdMF8lbRmx+uQGx2+vDc+KI/eBnsy9kit5aj23AgGu3pa4t9AgwbnXWqS+iOY+2aA==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">= 6"
@@ -3299,7 +3331,6 @@
             "version": "3.6.0",
             "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.6.0.tgz",
             "integrity": "sha512-7VT13fmjotKpGipCW9JEQAusEPE+Ei8nl6/g4FBAmIm0GOOLMua9NDDo/DWp0ZAxCr3cPq5ZpBqmPAQgDda2Pw==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "anymatch": "~3.1.2",
@@ -3324,7 +3355,6 @@
             "version": "5.1.2",
             "resolved": "https://registry.npmjs.org/glob-parent/-/glob-parent-5.1.2.tgz",
             "integrity": "sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow==",
-            "dev": true,
             "license": "ISC",
             "dependencies": {
                 "is-glob": "^4.0.1"
@@ -3765,7 +3795,6 @@
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@@ -7768,7 +7931,6 @@
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-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "ansi-regex": "^5.0.1"
@@ -7782,7 +7944,6 @@
             "version": "6.0.1",
             "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
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-            "dev": true,
             "license": "MIT",
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@@ -7841,7 +8002,6 @@
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-            "dev": true,
             "license": "MIT",
             "dependencies": {
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@@ -7864,7 +8024,6 @@
             "version": "2.0.1",
             "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.1.tgz",
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-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "balanced-match": "^1.0.0"
@@ -7874,7 +8033,6 @@
             "version": "10.4.5",
             "resolved": "https://registry.npmjs.org/glob/-/glob-10.4.5.tgz",
             "integrity": "sha512-7Bv8RF0k6xjo7d4A/PxYLbUCfb6c+Vpd2/mB2yRDlew7Jb5hEXiCD9ibfO7wpk8i4sevK6DFny9h7EYbM3/sHg==",
-            "dev": true,
             "license": "ISC",
             "dependencies": {
                 "foreground-child": "^3.1.0",
@@ -7895,7 +8053,6 @@
             "version": "9.0.5",
             "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-9.0.5.tgz",
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-            "dev": true,
             "license": "ISC",
             "dependencies": {
                 "brace-expansion": "^2.0.1"
@@ -7924,7 +8081,6 @@
             "version": "1.0.0",
             "resolved": "https://registry.npmjs.org/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz",
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-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">= 0.4"
@@ -7947,7 +8103,6 @@
             "version": "3.4.14",
             "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.4.14.tgz",
             "integrity": "sha512-IcSvOcTRcUtQQ7ILQL5quRDg7Xs93PdJEk1ZLbhhvJc7uj/OAhYOnruEiwnGgBvUtaUAJ8/mhSw1o8L2jCiENA==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "@alloc/quick-lru": "^5.2.0",
@@ -8011,7 +8166,6 @@
             "version": "3.3.1",
             "resolved": "https://registry.npmjs.org/thenify/-/thenify-3.3.1.tgz",
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-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "any-promise": "^1.0.0"
@@ -8021,7 +8175,6 @@
             "version": "1.6.0",
             "resolved": "https://registry.npmjs.org/thenify-all/-/thenify-all-1.6.0.tgz",
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-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "thenify": ">= 3.1.0 < 4"
@@ -8040,7 +8193,6 @@
             "version": "5.0.1",
             "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
             "integrity": "sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "is-number": "^7.0.0"
@@ -8049,6 +8201,12 @@
                 "node": ">=8.0"
             }
         },
+        "node_modules/tr46": {
+            "version": "0.0.3",
+            "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+            "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==",
+            "license": "MIT"
+        },
         "node_modules/ts-api-utils": {
             "version": "1.3.0",
             "resolved": "https://registry.npmjs.org/ts-api-utils/-/ts-api-utils-1.3.0.tgz",
@@ -8066,7 +8224,6 @@
             "version": "0.1.13",
             "resolved": "https://registry.npmjs.org/ts-interface-checker/-/ts-interface-checker-0.1.13.tgz",
             "integrity": "sha512-Y/arvbn+rrz3JCKl9C4kVNfTfSm2/mEp5FSz5EsZSANGPSlQrpRI5M4PKF+mJnE52jOO90PnPSc3Ur3bTQw0gA==",
-            "dev": true,
             "license": "Apache-2.0"
         },
         "node_modules/tsconfig-paths": {
@@ -8225,7 +8382,6 @@
             "version": "6.19.8",
             "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.19.8.tgz",
             "integrity": "sha512-ve2KP6f/JnbPBFyobGHuerC9g1FYGn/F8n1LWTwNxCEzd6IfqTwUQcNXgEtmmQ6DlRrC1hrSrBnCZPokRrDHjw==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/uri-js": {
@@ -8285,7 +8441,6 @@
             "version": "1.0.2",
             "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
             "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/vaul": {
@@ -8323,11 +8478,35 @@
                 "d3-timer": "^3.0.1"
             }
         },
+        "node_modules/web-streams-polyfill": {
+            "version": "4.0.0-beta.3",
+            "resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-4.0.0-beta.3.tgz",
+            "integrity": "sha512-QW95TCTaHmsYfHDybGMwO5IJIM93I/6vTRk+daHTWFPhwh+C8Cg7j7XyKrwrj8Ib6vYXe0ocYNrmzY4xAAN6ug==",
+            "license": "MIT",
+            "engines": {
+                "node": ">= 14"
+            }
+        },
+        "node_modules/webidl-conversions": {
+            "version": "3.0.1",
+            "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+            "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==",
+            "license": "BSD-2-Clause"
+        },
+        "node_modules/whatwg-url": {
+            "version": "5.0.0",
+            "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+            "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+            "license": "MIT",
+            "dependencies": {
+                "tr46": "~0.0.3",
+                "webidl-conversions": "^3.0.0"
+            }
+        },
         "node_modules/which": {
             "version": "2.0.2",
             "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
             "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
-            "dev": true,
             "license": "ISC",
             "dependencies": {
                 "isexe": "^2.0.0"
@@ -8436,7 +8615,6 @@
             "version": "8.1.0",
             "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz",
             "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "ansi-styles": "^6.1.0",
@@ -8455,7 +8633,6 @@
             "version": "7.0.0",
             "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
             "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "ansi-styles": "^4.0.0",
@@ -8473,14 +8650,12 @@
             "version": "8.0.0",
             "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
             "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
-            "dev": true,
             "license": "MIT"
         },
         "node_modules/wrap-ansi-cjs/node_modules/string-width": {
             "version": "4.2.3",
             "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
             "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "emoji-regex": "^8.0.0",
@@ -8495,7 +8670,6 @@
             "version": "6.1.0",
             "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.1.0.tgz",
             "integrity": "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=12"
@@ -8508,7 +8682,6 @@
             "version": "6.2.1",
             "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.1.tgz",
             "integrity": "sha512-bN798gFfQX+viw3R7yrGWRqnrN2oRkEkUjjl4JNn4E8GxxbjtG3FbrEIIY3l8/hrwUwIeCZvi4QuOTP4MErVug==",
-            "dev": true,
             "license": "MIT",
             "engines": {
                 "node": ">=12"
@@ -8521,7 +8694,6 @@
             "version": "7.1.0",
             "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.0.tgz",
             "integrity": "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==",
-            "dev": true,
             "license": "MIT",
             "dependencies": {
                 "ansi-regex": "^6.0.1"
@@ -8544,7 +8716,6 @@
             "version": "2.6.0",
             "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.6.0.tgz",
             "integrity": "sha512-a6ae//JvKDEra2kdi1qzCyrJW/WZCgFi8ydDV+eXExl95t+5R+ijnqHJbz9tmMh8FUjx3iv2fCQ4dclAQlO2UQ==",
-            "dev": true,
             "license": "ISC",
             "bin": {
                 "yaml": "bin.mjs"
diff --git a/package.json b/package.json
index e39b482..7e910d1 100644
--- a/package.json
+++ b/package.json
@@ -2,6 +2,7 @@
     "name": "beavsai",
     "version": "0.1.0",
     "private": true,
+    "type": "module",
     "scripts": {
         "dev": "npm run db:generate && npm run db:migrate && next dev --turbopack",
         "build": "next build",
@@ -19,6 +20,7 @@
     "dependencies": {
         "@auth/prisma-adapter": "^2.7.2",
         "@hookform/resolvers": "^3.9.0",
+        "@pinecone-database/pinecone": "^4.0.0",
         "@prisma/client": "^5.21.1",
         "@radix-ui/react-accordion": "^1.2.1",
         "@radix-ui/react-alert-dialog": "^1.1.2",
@@ -52,12 +54,14 @@
         "clsx": "^2.1.1",
         "cmdk": "^1.0.0",
         "date-fns": "^4.1.0",
+        "dotenv": "^16.4.5",
         "embla-carousel-react": "^8.3.0",
         "input-otp": "^1.2.4",
         "lucide-react": "^0.453.0",
         "next": "15.0.1",
         "next-auth": "^5.0.0-beta.25",
         "next-themes": "^0.3.0",
+        "openai": "^4.70.2",
         "react": "19.0.0-rc-69d4b800-20241021",
         "react-day-picker": "^8.10.1",
         "react-dom": "19.0.0-rc-69d4b800-20241021",
diff --git a/src/app/api/embeddings/route.ts b/src/app/api/embeddings/route.ts
new file mode 100644
index 0000000..ee53edd
--- /dev/null
+++ b/src/app/api/embeddings/route.ts
@@ -0,0 +1,45 @@
+import { NextResponse } from "next/server";
+import { index } from "@/lib/pineconeClient"; // adjust the import path as needed
+import { createEmbedding } from "@/lib/openAiClient"; // adjust the import path as needed
+
+export async function POST(request: Request) {
+  const { id, text } = await request.json();
+
+  if (!id || !text) {
+    return NextResponse.json({ error: "Missing id or text" }, { status: 400 });
+  }
+
+  // Generate the embedding
+  const embedding = await createEmbedding(text);
+
+  // Upsert the embedding into Pinecone
+  await index
+    .namespace("ns1")
+    .upsert([{ id, values: embedding, metadata: { text } }]);
+
+  return NextResponse.json({ message: "Embedding uploaded successfully" });
+}
+
+export async function GET(request: Request) {
+  const { searchParams } = new URL(request.url);
+  const queryText = searchParams.get("text");
+
+  if (!queryText) {
+    return NextResponse.json(
+      { error: "Query text is required" },
+      { status: 400 },
+    );
+  }
+
+  // Generate the embedding for the query
+  const queryVector = await createEmbedding(queryText);
+
+  // Search for similar embeddings in Pinecone
+  const response = await index.namespace("ns1").query({
+    topK: 1,
+    vector: queryVector,
+    includeValues: true,
+    includeMetadata: true,
+  });
+  return NextResponse.json(response.matches[0].metadata);
+}
diff --git a/src/lib/openAiClient.ts b/src/lib/openAiClient.ts
new file mode 100644
index 0000000..2c03a69
--- /dev/null
+++ b/src/lib/openAiClient.ts
@@ -0,0 +1,15 @@
+import { OpenAI } from "openai";
+import { config } from "dotenv";
+config();
+
+const openai = new OpenAI({
+  apiKey: process.env.OPENAI_API_KEY as string,
+});
+
+export const createEmbedding = async (text: string) => {
+  const embedding = await openai.embeddings.create({
+    model: "text-embedding-3-small",
+    input: text,
+  });
+  return embedding.data[0].embedding;
+};
diff --git a/src/lib/pineconeClient.ts b/src/lib/pineconeClient.ts
new file mode 100644
index 0000000..19e5659
--- /dev/null
+++ b/src/lib/pineconeClient.ts
@@ -0,0 +1,9 @@
+import { Pinecone } from "@pinecone-database/pinecone";
+
+const pinecone = new Pinecone({
+  apiKey: process.env.PINECONE_API_KEY as string,
+});
+
+const index = pinecone.index(process.env.PINECONE_INDEX_NAME as string);
+
+export { index };
diff --git a/tsconfig.json b/tsconfig.json
index c133409..7d55daf 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -22,6 +22,12 @@
       "@/*": ["./src/*"]
     }
   },
-  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "include": [
+    "next-env.d.ts",
+    "**/*.ts",
+    "**/*.tsx",
+    ".next/types/**/*.ts",
+    "src/lib/openAiClient.js"
+  ],
   "exclude": ["node_modules"]
 }