diff --git a/apps/api/package.json b/apps/api/package.json
index 00c1bc0e..670dfc7a 100644
--- a/apps/api/package.json
+++ b/apps/api/package.json
@@ -58,6 +58,7 @@
     "@devil7softwares/pos": "^1.0.2",
     "@dqbd/tiktoken": "^1.0.17",
     "@nangohq/node": "^0.40.8",
+    "@pinecone-database/pinecone": "^4.0.0",
     "@sentry/cli": "^2.33.1",
     "@sentry/node": "^8.26.0",
     "@sentry/profiling-node": "^8.26.0",
diff --git a/apps/api/pnpm-lock.yaml b/apps/api/pnpm-lock.yaml
index 17532d25..082a200f 100644
--- a/apps/api/pnpm-lock.yaml
+++ b/apps/api/pnpm-lock.yaml
@@ -10,7 +10,7 @@ importers:
     dependencies:
       '@anthropic-ai/sdk':
         specifier: ^0.24.3
-        version: 0.24.3
+        version: 0.24.3(encoding@0.1.13)
       '@brillout/import':
         specifier: ^0.2.2
         version: 0.2.3
@@ -29,9 +29,12 @@ importers:
       '@nangohq/node':
         specifier: ^0.40.8
         version: 0.40.8
+      '@pinecone-database/pinecone':
+        specifier: ^4.0.0
+        version: 4.0.0
       '@sentry/cli':
         specifier: ^2.33.1
-        version: 2.33.1
+        version: 2.33.1(encoding@0.1.13)
       '@sentry/node':
         specifier: ^8.26.0
         version: 8.26.0
@@ -79,7 +82,7 @@ importers:
         version: 1.1.1
       cohere-ai:
         specifier: ^7.14.0
-        version: 7.14.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))
+        version: 7.14.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(encoding@0.1.13)
       cors:
         specifier: ^2.8.5
         version: 2.8.5
@@ -130,13 +133,13 @@ importers:
         version: 2.9.0
       langchain:
         specifier: ^0.2.8
-        version: 0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0)
+        version: 0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0)
       languagedetect:
         specifier: ^2.0.0
         version: 2.0.0
       logsnag:
         specifier: ^1.0.0
-        version: 1.0.0
+        version: 1.0.0(encoding@0.1.13)
       luxon:
         specifier: ^3.4.3
         version: 3.4.4
@@ -157,7 +160,7 @@ importers:
         version: 7.0.7(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3)
       openai:
         specifier: ^4.57.0
-        version: 4.57.0(zod@3.23.8)
+        version: 4.57.0(encoding@0.1.13)(zod@3.23.8)
       pdf-parse:
         specifier: ^1.1.1
         version: 1.1.1
@@ -275,7 +278,7 @@ importers:
         version: 29.7.0(@types/node@20.14.1)(ts-node@10.9.2(@types/node@20.14.1)(typescript@5.4.5))
       jest-fetch-mock:
         specifier: ^3.0.3
-        version: 3.0.3
+        version: 3.0.3(encoding@0.1.13)
       mammoth:
         specifier: ^1.7.2
         version: 1.7.2
@@ -1006,6 +1009,10 @@ packages:
   '@pdf-lib/upng@1.0.1':
     resolution: {integrity: sha512-dQK2FUMQtowVP00mtIksrlZhdFXQZPC+taih1q4CvPZ5vqdxR/LKBaFg0oAfzd1GlHZXXSPdQfzQnt+ViGvEIQ==}
 
+  '@pinecone-database/pinecone@4.0.0':
+    resolution: {integrity: sha512-INYS+GBys9v5BRTyn0tv8srVsPTlSRvE3BPE4Wkc/lOEyAIyB9F7DEMXbeF19FOLEgRwCuHTLjzm1niENl+4FA==}
+    engines: {node: '>=18.0.0'}
+
   '@pkgjs/parseargs@0.11.0':
     resolution: {integrity: sha512-+1VkjdD0QBLPodGrJUeqarH8VAIvQODIbwh9XpP5Syisf7YoQgsJKPNFoqqLQlu+VQ/tVSshMR6loPMn8U+dPg==}
     engines: {node: '>=14'}
@@ -2279,6 +2286,9 @@ packages:
     resolution: {integrity: sha512-TPJXq8JqFaVYm2CWmPvnP2Iyo4ZSM7/QKcSmuMLDObfpH5fi7RUGmd/rTDf+rut/saiDiQEeVTNgAmJEdAOx0w==}
     engines: {node: '>= 0.8'}
 
+  encoding@0.1.13:
+    resolution: {integrity: sha512-ETBauow1T35Y/WZMkio9jiM0Z5xjHHmJ4XmjZOq1l/dXz3lr2sRn87nJy20RupqSh1F2m3HHPSp8ShIPQJrJ3A==}
+
   end-of-stream@1.4.4:
     resolution: {integrity: sha512-+uw1inIHVPQoaVuHzRyXd21icM+cnt4CzD5rW+NC1wjOUSTOs+Te7FOv7AhN7vS9x/oIyhLP5PR1H+phQAHu5Q==}
 
@@ -4599,7 +4609,7 @@ snapshots:
       '@jridgewell/gen-mapping': 0.3.5
       '@jridgewell/trace-mapping': 0.3.25
 
-  '@anthropic-ai/sdk@0.24.3':
+  '@anthropic-ai/sdk@0.24.3(encoding@0.1.13)':
     dependencies:
       '@types/node': 18.19.39
       '@types/node-fetch': 2.6.11
@@ -4607,7 +4617,7 @@ snapshots:
       agentkeepalive: 4.5.0
       form-data-encoder: 1.7.2
       formdata-node: 4.4.1
-      node-fetch: 2.7.0
+      node-fetch: 2.7.0(encoding@0.1.13)
       web-streams-polyfill: 3.3.3
     transitivePeerDependencies:
       - encoding
@@ -5577,13 +5587,13 @@ snapshots:
       '@jridgewell/resolve-uri': 3.1.2
       '@jridgewell/sourcemap-codec': 1.4.15
 
-  '@langchain/core@0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))':
+  '@langchain/core@0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))':
     dependencies:
       ansi-styles: 5.2.0
       camelcase: 6.3.0
       decamelize: 1.2.0
       js-tiktoken: 1.0.12
-      langsmith: 0.1.34(zyeavx4tfqw3smbbpiinhfxxeu)
+      langsmith: 0.1.34(npkyd6f7wyl3urgrzoxaktl5a4)
       ml-distance: 4.0.1
       mustache: 4.2.0
       p-queue: 6.6.2
@@ -5595,20 +5605,20 @@ snapshots:
       - langchain
       - openai
 
-  '@langchain/openai@0.2.1(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))':
+  '@langchain/openai@0.2.1(encoding@0.1.13)(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))':
     dependencies:
-      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))
+      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))
       js-tiktoken: 1.0.12
-      openai: 4.57.0(zod@3.23.8)
+      openai: 4.57.0(encoding@0.1.13)(zod@3.23.8)
       zod: 3.23.8
       zod-to-json-schema: 3.23.1(zod@3.23.8)
     transitivePeerDependencies:
       - encoding
       - langchain
 
-  '@langchain/textsplitters@0.0.3(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))':
+  '@langchain/textsplitters@0.0.3(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))':
     dependencies:
-      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))
+      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))
       js-tiktoken: 1.0.12
     transitivePeerDependencies:
       - langchain
@@ -5866,6 +5876,10 @@ snapshots:
     dependencies:
       pako: 1.0.11
 
+  '@pinecone-database/pinecone@4.0.0':
+    dependencies:
+      encoding: 0.1.13
+
   '@pkgjs/parseargs@0.11.0':
     optional: true
 
@@ -5950,10 +5964,10 @@ snapshots:
   '@sentry/cli-win32-x64@2.33.1':
     optional: true
 
-  '@sentry/cli@2.33.1':
+  '@sentry/cli@2.33.1(encoding@0.1.13)':
     dependencies:
       https-proxy-agent: 5.0.1
-      node-fetch: 2.7.0
+      node-fetch: 2.7.0(encoding@0.1.13)
       progress: 2.0.3
       proxy-from-env: 1.1.0
       which: 2.0.2
@@ -7088,7 +7102,7 @@ snapshots:
 
   co@4.6.0: {}
 
-  cohere-ai@7.14.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)):
+  cohere-ai@7.14.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(encoding@0.1.13):
     dependencies:
       '@aws-sdk/client-sagemaker': 3.679.0
       '@aws-sdk/credential-providers': 3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))
@@ -7098,7 +7112,7 @@ snapshots:
       form-data-encoder: 4.0.2
       formdata-node: 6.0.3
       js-base64: 3.7.2
-      node-fetch: 2.7.0
+      node-fetch: 2.7.0(encoding@0.1.13)
       qs: 6.11.2
       readable-stream: 4.5.2
       url-join: 4.0.1
@@ -7208,9 +7222,9 @@ snapshots:
     dependencies:
       luxon: 3.4.4
 
-  cross-fetch@3.1.8:
+  cross-fetch@3.1.8(encoding@0.1.13):
     dependencies:
-      node-fetch: 2.7.0
+      node-fetch: 2.7.0(encoding@0.1.13)
     transitivePeerDependencies:
       - encoding
 
@@ -7365,6 +7379,10 @@ snapshots:
 
   encodeurl@1.0.2: {}
 
+  encoding@0.1.13:
+    dependencies:
+      iconv-lite: 0.6.3
+
   end-of-stream@1.4.4:
     dependencies:
       once: 1.4.0
@@ -7899,9 +7917,9 @@ snapshots:
 
   isexe@2.0.0: {}
 
-  isomorphic-fetch@3.0.0:
+  isomorphic-fetch@3.0.0(encoding@0.1.13):
     dependencies:
-      node-fetch: 2.7.0
+      node-fetch: 2.7.0(encoding@0.1.13)
       whatwg-fetch: 3.6.20
     transitivePeerDependencies:
       - encoding
@@ -8070,9 +8088,9 @@ snapshots:
       jest-mock: 29.7.0
       jest-util: 29.7.0
 
-  jest-fetch-mock@3.0.3:
+  jest-fetch-mock@3.0.3(encoding@0.1.13):
     dependencies:
-      cross-fetch: 3.1.8
+      cross-fetch: 3.1.8(encoding@0.1.13)
       promise-polyfill: 8.3.0
     transitivePeerDependencies:
       - encoding
@@ -8342,17 +8360,17 @@ snapshots:
 
   kuler@2.0.0: {}
 
-  langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0):
+  langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0):
     dependencies:
-      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))
-      '@langchain/openai': 0.2.1(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))
-      '@langchain/textsplitters': 0.0.3(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))
+      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))
+      '@langchain/openai': 0.2.1(encoding@0.1.13)(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))
+      '@langchain/textsplitters': 0.0.3(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))
       binary-extensions: 2.3.0
       js-tiktoken: 1.0.12
       js-yaml: 4.1.0
       jsonpointer: 5.0.1
       langchainhub: 0.0.11
-      langsmith: 0.1.34(zyeavx4tfqw3smbbpiinhfxxeu)
+      langsmith: 0.1.34(npkyd6f7wyl3urgrzoxaktl5a4)
       ml-distance: 4.0.1
       openapi-types: 12.1.3
       p-retry: 4.6.2
@@ -8362,6 +8380,7 @@ snapshots:
       zod-to-json-schema: 3.23.1(zod@3.23.8)
     optionalDependencies:
       '@aws-sdk/credential-provider-node': 3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0)
+      '@pinecone-database/pinecone': 4.0.0
       '@supabase/supabase-js': 2.44.2
       axios: 1.7.2
       cheerio: 1.0.0-rc.12
@@ -8381,7 +8400,7 @@ snapshots:
 
   langchainhub@0.0.11: {}
 
-  langsmith@0.1.34(zyeavx4tfqw3smbbpiinhfxxeu):
+  langsmith@0.1.34(npkyd6f7wyl3urgrzoxaktl5a4):
     dependencies:
       '@types/uuid': 9.0.8
       commander: 10.0.1
@@ -8390,9 +8409,9 @@ snapshots:
       p-retry: 4.6.2
       uuid: 9.0.1
     optionalDependencies:
-      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(zod@3.23.8))
-      langchain: 0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0)
-      openai: 4.57.0(zod@3.23.8)
+      '@langchain/core': 0.2.12(langchain@0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))
+      langchain: 0.2.8(@aws-sdk/credential-provider-node@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0))(@aws-sdk/client-sts@3.679.0))(@pinecone-database/pinecone@4.0.0)(@supabase/supabase-js@2.44.2)(axios@1.7.2)(cheerio@1.0.0-rc.12)(encoding@0.1.13)(fast-xml-parser@4.4.1)(handlebars@4.7.8)(html-to-text@9.0.5)(ioredis@5.4.1)(mammoth@1.7.2)(mongodb@6.6.2(@aws-sdk/credential-providers@3.679.0(@aws-sdk/client-sso-oidc@3.679.0(@aws-sdk/client-sts@3.679.0)))(socks@2.8.3))(openai@4.57.0(encoding@0.1.13)(zod@3.23.8))(pdf-parse@1.1.1)(puppeteer@22.12.1(typescript@5.4.5))(redis@4.6.14)(ws@8.18.0)
+      openai: 4.57.0(encoding@0.1.13)(zod@3.23.8)
 
   languagedetect@2.0.0: {}
 
@@ -8442,9 +8461,9 @@ snapshots:
 
   loglevel@1.9.1: {}
 
-  logsnag@1.0.0:
+  logsnag@1.0.0(encoding@0.1.13):
     dependencies:
-      isomorphic-fetch: 3.0.0
+      isomorphic-fetch: 3.0.0(encoding@0.1.13)
     transitivePeerDependencies:
       - encoding
 
@@ -8703,9 +8722,11 @@ snapshots:
 
   node-ensure@0.0.0: {}
 
-  node-fetch@2.7.0:
+  node-fetch@2.7.0(encoding@0.1.13):
     dependencies:
       whatwg-url: 5.0.0
+    optionalDependencies:
+      encoding: 0.1.13
 
   node-fetch@3.3.2:
     dependencies:
@@ -8780,7 +8801,7 @@ snapshots:
     transitivePeerDependencies:
       - debug
 
-  openai@4.57.0(zod@3.23.8):
+  openai@4.57.0(encoding@0.1.13)(zod@3.23.8):
     dependencies:
       '@types/node': 18.19.39
       '@types/node-fetch': 2.6.11
@@ -8789,7 +8810,7 @@ snapshots:
       agentkeepalive: 4.5.0
       form-data-encoder: 1.7.2
       formdata-node: 4.4.1
-      node-fetch: 2.7.0
+      node-fetch: 2.7.0(encoding@0.1.13)
       qs: 6.12.2
     optionalDependencies:
       zod: 3.23.8
diff --git a/apps/api/src/index.ts b/apps/api/src/index.ts
index adc080f2..d4769283 100644
--- a/apps/api/src/index.ts
+++ b/apps/api/src/index.ts
@@ -17,6 +17,7 @@ import expressWs from "express-ws";
 import { ErrorResponse, ResponseWithSentry } from "./controllers/v1/types";
 import { ZodError } from "zod";
 import { v4 as uuidv4 } from "uuid";
+import { searchSimilarPages } from "./lib/extract/index/pinecone";
 
 const { createBullBoard } = require("@bull-board/api");
 const { BullAdapter } = require("@bull-board/api/bullAdapter");
diff --git a/apps/api/src/lib/extract/index/pinecone.ts b/apps/api/src/lib/extract/index/pinecone.ts
new file mode 100644
index 00000000..603cd38f
--- /dev/null
+++ b/apps/api/src/lib/extract/index/pinecone.ts
@@ -0,0 +1,141 @@
+import { Pinecone } from '@pinecone-database/pinecone';
+import { Document } from '../../../controllers/v1/types';
+import { logger } from '../../logger';
+import OpenAI from "openai";
+
+const openai = new OpenAI({
+  apiKey: process.env.OPENAI_API_KEY,
+});
+
+const pinecone = new Pinecone({
+  apiKey: process.env.PINECONE_API_KEY!,
+});
+
+const INDEX_NAME = process.env.PINECONE_INDEX_NAME ?? "";
+
+export interface PageMetadata {
+  url: string;
+  originUrl: string;
+  title?: string;
+  description?: string;
+  crawlId?: string;
+  teamId?: string;
+  timestamp: number;
+  markdown?: string;
+}
+
+async function getEmbedding(text: string) {
+  const embedding = await openai.embeddings.create({
+    model: "text-embedding-3-small",
+    input: text,
+    encoding_format: "float",
+  });
+
+  return embedding.data[0].embedding;
+}
+
+function normalizeUrl(url: string) {
+  const urlO = new URL(url);
+  if (!urlO.hostname.startsWith("www.")) {
+    urlO.hostname = "www." + urlO.hostname;
+  }
+  return urlO.href;
+}
+
+export async function indexPage(
+  document: Document, 
+  originUrl: string,
+  crawlId?: string,
+  teamId?: string
+) {
+  try {
+    const index = pinecone.index(INDEX_NAME);
+
+    // Create text to embed
+    const textToEmbed = [
+      document.metadata.title,
+      document.metadata.description,
+      document.markdown
+    ].filter(Boolean).join('\n\n');
+
+    // Get embedding from OpenAI
+    const embedding = await getEmbedding(textToEmbed);
+
+    // Prepare metadata
+    const metadata: PageMetadata = {
+      url: normalizeUrl(document.metadata.sourceURL || document.metadata.url!),
+      originUrl: normalizeUrl(originUrl),
+      title: document.metadata.title,
+      description: document.metadata.description,
+      crawlId,
+      teamId,
+      markdown: document.markdown,
+      timestamp: Date.now()
+    };
+
+    // Upsert to Pinecone
+    await index.upsert([{
+      id: document.metadata.sourceURL || document.metadata.url!,
+      values: embedding,
+      metadata: {
+        ...metadata,
+        [document.metadata.sourceURL || document.metadata.url!]: true
+      }
+    }]);
+
+    logger.debug('Successfully indexed page in Pinecone', {
+      url: metadata.url,
+      crawlId
+    });
+
+  } catch (error) {
+    logger.error('Failed to index page in Pinecone', {
+      error,
+      url: document.metadata.sourceURL || document.metadata.url,
+      crawlId
+    });
+  }
+}
+
+export async function searchSimilarPages(
+  query: string,
+  originUrl?: string,
+  limit: number = 10
+) {
+  try {
+    const index = pinecone.index(INDEX_NAME);
+
+    // Get query embedding from OpenAI
+    const queryEmbedding = await getEmbedding(query);
+
+    const queryParams: any = {
+      vector: queryEmbedding,
+      topK: limit,
+      includeMetadata: true
+    };
+
+    // Add filter if originUrl is provided
+    if (originUrl) {
+      queryParams.filter = {
+        [originUrl]: { $contains: normalizeUrl(originUrl) }
+      };
+    }
+
+    const results = await index.query(queryParams);
+    return results.matches.map(match => ({
+      url: match.metadata?.url,
+      title: match.metadata?.title, 
+      description: match.metadata?.description,
+      score: match.score,
+      markdown: match.metadata?.markdown
+    }));
+
+  } catch (error) {
+    logger.error('Failed to search similar pages in Pinecone', {
+      error,
+      query,
+      originUrl
+    });
+    return [];
+  }
+}
diff --git a/apps/api/src/lib/ranker.ts b/apps/api/src/lib/ranker.ts
index bffbc9c2..02d59457 100644
--- a/apps/api/src/lib/ranker.ts
+++ b/apps/api/src/lib/ranker.ts
@@ -10,7 +10,7 @@ const openai = new OpenAI({
 
 async function getEmbedding(text: string) {
   const embedding = await openai.embeddings.create({
-    model: "text-embedding-ada-002",
+    model: "text-embedding-3-small",
     input: text,
     encoding_format: "float",
   });