From d168a13d8e122e15b1ed0b5a8e21bab7fe536ae7 Mon Sep 17 00:00:00 2001
From: nusquama <nusquama@gmail.com>
Date: Wed, 12 Nov 2025 19:01:33 +0100
Subject: [PATCH] creation

---
 ...classification_response_system_with_groq_ai_and_pinecone.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 workflows/Automated Email Classification & Response System with Groq AI and Pinecone-6202/automated_email_classification_response_system_with_groq_ai_and_pinecone.json

diff --git a/workflows/Automated Email Classification & Response System with Groq AI and Pinecone-6202/automated_email_classification_response_system_with_groq_ai_and_pinecone.json b/workflows/Automated Email Classification & Response System with Groq AI and Pinecone-6202/automated_email_classification_response_system_with_groq_ai_and_pinecone.json
new file mode 100644
index 000000000..7efe70713
--- /dev/null
+++ b/workflows/Automated Email Classification & Response System with Groq AI and Pinecone-6202/automated_email_classification_response_system_with_groq_ai_and_pinecone.json	
@@ -0,0 +1 @@
+{"meta":{"instanceId":"4ec72f345837e652f6ec393f7f7457d09446df2a23a7c6ffddff8265d46e2be9"},"nodes":[{"id":"8befe960-178d-4983-b962-7487817baed4","name":"Email Trigger (IMAP)","type":"n8n-nodes-base.emailReadImap","position":[-1900,1100],"parameters":{"options":{},"downloadAttachments":true},"typeVersion":2},{"id":"29a32c21-8f26-4d64-9a43-875ddd566c72","name":"Switch1","type":"n8n-nodes-base.switch","position":[-1460,1016],"parameters":{"rules":{"values":[{"outputKey":"hr","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"bb988e36-c702-4b83-8ec1-f4f585f3b411","operator":{"type":"string","operation":"equals"},"leftValue":"={{$json[\"category\"]}}","rightValue":"hr"}]},"renameOutput":true},{"outputKey":"billing","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"06afe4de-1542-46e9-9d57-7775b3b2d185","operator":{"type":"string","operation":"equals"},"leftValue":"={{$json[\"category\"]}}","rightValue":"billing"}]},"renameOutput":true},{"outputKey":"complaint","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"069fdd96-983f-46a7-a709-863cdbc6384d","operator":{"type":"string","operation":"equals"},"leftValue":"={{$json[\"category\"]}}","rightValue":"complaint"}]},"renameOutput":true},{"outputKey":"feedback","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"f3e821fa-8b78-427e-abe4-38ae628624e1","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{$json[\"category\"]}}","rightValue":"feedback"}]},"renameOutput":true},{"outputKey":"inquiry","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"4a46eaa4-e960-4f3b-b23c-b04d9dbb61e0","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{$json[\"category\"]}}","rightValue":"inquiry"}]},"renameOutput":true},{"outputKey":"sales","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"f4a3c28e-ca9f-4c7c-aa04-010832d7dab5","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{ $json[\"subject\"] }}","rightValue":"sales"}]},"renameOutput":true},{"outputKey":"unknown","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"263fd3c7-1e12-4b2e-96b2-0b99e713632d","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{$json[\"category\"]}}","rightValue":"unknown"}]},"renameOutput":true}]},"options":{}},"typeVersion":3.2},{"id":"054ce674-7ec3-472c-aece-239291db890c","name":"Code","type":"n8n-nodes-base.code","position":[-1680,1100],"parameters":{"mode":"runOnceForEachItem","jsCode":"const subject = $json.subject ? $json.subject.toLowerCase() : \"\";\n\nlet category = \"unknown\";\n\nif (/resume|cv|job/.test(subject)) {\n  category = \"hr\";\n} else if (/invoice|bill/.test(subject)) {\n  category = \"billing\";\n} else if (/complaint|problem|issue/.test(subject)) {\n  category = \"complaint\";\n} else if (/feedback|suggestion/.test(subject)) {\n  category = \"feedback\";\n} else if (/inquiry|open|working|tomorrow|holiday/.test(subject)) {\n  category = \"inquiry\";\n} else if (/sales|offer|quotation/.test(subject)) {\n  category = \"sales\";\n\n}\n\nreturn {\n  json: {\n    ...$json,\n    category\n  }\n};\n\n"},"typeVersion":2},{"id":"2d3a2fa0-db9c-44e1-89da-0b7a98626bd8","name":"Basic LLM Chain","type":"@n8n/n8n-nodes-langchain.chainLlm","position":[-860,1400],"parameters":{"text":"=##role\nYou are an email classifier. Given an email's subject and body, return one of these exact categories: [\"hr\", \"billing\", \"complaint\", \"feedback\", \"inquiry\", \"sales\", \"client\"].\n\nOnly return one word from this list. If the email is a bill or invoice, return \"billing\". If it's a job application, return \"hr\". If unsure, return \"inquiry\".\n\nSubject: {{ $json[\"subject\"] }}\nBody: {{ $json[\"body\"] }}\n","promptType":"define"},"typeVersion":1.6},{"id":"2b0efec2-3508-4a37-945c-2085439d05fd","name":"Groq Chat Model","type":"@n8n/n8n-nodes-langchain.lmChatGroq","position":[-760,1620],"parameters":{"model":"llama-3.3-70b-versatile","options":{}},"typeVersion":1},{"id":"700feb4d-f5f7-4a64-80cc-e95db99716fc","name":"Groq Chat Model1","type":"@n8n/n8n-nodes-langchain.lmChatGroq","position":[-660,1040],"parameters":{"options":{}},"typeVersion":1},{"id":"ce29423e-ea17-4cdd-81cc-16172776bdb9","name":"X","type":"n8n-nodes-base.twitter","position":[-140,760],"parameters":{"text":"=Another happy customer said: \" {{ $json.textPlain }}\"\n","additionalFields":{}},"typeVersion":2},{"id":"ff416773-6aa0-468a-895b-5970caaf371c","name":"Groq Chat 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}\n}];\n"},"typeVersion":2},{"id":"ecd67230-4807-48bf-acf7-70092f4476fd","name":"Switch","type":"n8n-nodes-base.switch","position":[-320,280],"parameters":{"rules":{"values":[{"outputKey":"accept","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"366a42b8-a4eb-4488-9872-6f1aa097fc48","operator":{"type":"string","operation":"equals"},"leftValue":"={{ $json[decision] }}","rightValue":"accept"}]},"renameOutput":true},{"outputKey":"reject","conditions":{"options":{"version":2,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"6146a9fb-3988-4078-af40-4c87840816a9","operator":{"name":"filter.operator.equals","type":"string","operation":"equals"},"leftValue":"={{ $json[decision] }}","rightValue":"reject"}]},"renameOutput":true}]},"options":{}},"typeVersion":3.2},{"id":"ff741958-dfd7-4c46-945d-10cfe521bd7d","name":"Pinecone Vector 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team","type":"n8n-nodes-base.emailSend","position":[-400,600],"webhookId":"211a9ca3-9768-486e-aad6-fbb52f6d3b2b","parameters":{"text":"=\nA new complaint has been received from {{ $json[\"userName\"] || \"a customer\" }}:\n\n\"{{ $json[\"complaintText\"] }}\"\n\nPlease investigate and resolve this\n","options":{},"subject":"New Customer Complaint Received","toEmail":"={{ demo_to_email }}","fromEmail":"={{ demo_from_email }}","emailFormat":"text"},"typeVersion":2.1},{"id":"9b4d7b7e-6a0d-4ba3-bd02-fa86422f7a56","name":"Send to customer","type":"n8n-nodes-base.emailSend","position":[-640,600],"webhookId":"1ef34921-41bc-4a94-ab3e-2553e5c1758c","parameters":{"text":"=We Received Your Complaint\n\nThank you for reaching out to us. We have received your complaint:\n\n\"{{ $json[\"complaintText\"] }}\"\n\nOur team is currently reviewing it and will get back to you as soon as possible.\n\nWe apologize for any inconvenience caused.\n\nFrom , \nCustomer Support Team\n","options":{},"subject":"Complaint Received","toEmail":"={{ $json.from }}","fromEmail":"={{ demo_from_email }}","emailFormat":"text"},"typeVersion":2.1},{"id":"9a536c97-b395-4466-8181-c1569e340a3c","name":"rejection email","type":"n8n-nodes-base.emailSend","position":[-100,380],"webhookId":"ea634c6c-305a-499e-8773-d539e8489310","parameters":{"text":"=Dear Candidate,\n\nThank you for applying. After review, we regret to inform you that you do not fit the requirements at this time.\n\nDetails: {{$json[\"aiResponse\"]}}\n\nBest regards,\nHR Team","options":{},"subject":"Job Application Status: Not selected","toEmail":"={{ $('Email Trigger (IMAP)').item.json.from }}","fromEmail":"={{ demo_from_email }}","emailFormat":"text"},"typeVersion":2.1},{"id":"b782474f-4abe-43e5-8e8b-6f9a4c8bc223","name":"to hr","type":"n8n-nodes-base.emailSend","position":[120,180],"webhookId":"1794df4d-7feb-47d6-a8a0-910197e6df62","parameters":{"text":"=Hello HR Team,\n\nCandidate {{$json[\"candidate\"]}} has been accepted with a score of {{$json[\"score\"]}}.\n\nPlease proceed with the next steps.","options":{},"subject":"=New Candidate Accepted:","toEmail":"={{ demo_to_email }}","fromEmail":"{{ demo_from_email }","emailFormat":"text"},"typeVersion":2.1},{"id":"150f211e-d5f5-4bd3-bc96-fcf662a00f2f","name":"accepted confirm to candidate","type":"n8n-nodes-base.emailSend","position":[-100,180],"webhookId":"bc4ad05b-966f-4bf2-bb80-23f996862711","parameters":{"text":"=Dear Candidate,\n\nCongratulations! You have been accepted for the role.\n\nDetails: {{$json[\"aiResponse\"]}}\n\nBest regards,\nHR Team\n","options":{},"subject":"Job Application Status: Accepted","toEmail":"={{ $('Email Trigger (IMAP)').item.json.from }}","fromEmail":"={{ demo_from_email }}","emailFormat":"text"},"typeVersion":2.1},{"id":"fd02b064-4431-486f-bea3-cb0fd161d7d5","name":"bill send to team","type":"n8n-nodes-base.emailSend","position":[-960,540],"webhookId":"91eaac98-671d-4e51-9a36-70a567908385","parameters":{"text":"=\n\nA new billing email has been received.\n\nFrom: {{$json[\"from\"]}}\nSubject: {{$json[\"subject\"]}}\n\nEmail content:\n{{$json[\"body\"]}}\n\n","options":{},"subject":"NEW BILL","toEmail":"={{ demo_to_email }}","fromEmail":"{{ demo_from_email }","emailFormat":"text"},"typeVersion":2.1},{"id":"88d4ca68-2a8f-4fac-a327-5d34d4cffaf7","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[-1760,724],"parameters":{"color":5,"width":480,"height":620,"content":"EMAIL CLASSIFIER USING SWITCH"},"typeVersion":1},{"id":"cf112be5-e068-4186-b087-8b8c5f684022","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[-1020,1360],"parameters":{"width":600,"height":200,"content":"USE FOR AI AGENT WHEN SWITCH FAILS"},"typeVersion":1},{"id":"51599770-8db8-48d9-aea1-a8866118277b","name":"TO SALES TEAM","type":"n8n-nodes-base.emailSend","position":[-500,1140],"webhookId":"d0fbd1fe-eafc-4915-a9d0-699a5676f218","parameters":{"text":"= Sales Team\n\nFrom: {{$json[\"from\"]}}\nSubject: {{$json[\"subject\"]}}\n\nEmail content:\n{{$json[\"body\"]}}\n\n","options":{},"subject":"sales","toEmail":"={{ demo_to_email }}","fromEmail":"={{ demo_from_email }}","emailFormat":"text"},"typeVersion":2.1},{"id":"eb7bf4f3-b4c1-4a00-99ce-4da22a607f28","name":"CLEAN AI AGENT OUTPUT","type":"n8n-nodes-base.code","position":[-420,1520],"parameters":{"jsCode":"const knownCategories = [\n  \"hr\",\n  \"billing\",\n  \"complaint\",\n  \"feedback\",\n  \"inquiry\",\n  \"sales\",\n  \"client\"\n];\n\nconst response = $json[\"category\"] || $json[\"output\"] || $json[\"text\"] || \"\";  // adapt this based on how your LLM responds\n\nconst normalized = response.trim().toLowerCase();\n\nif (knownCategories.includes(normalized)) {\n  return [{ json: { category: normalized } }];\n} else {\n  return [{ json: { category: \"unknown\" } }];\n}\n\n\n"},"typeVersion":2},{"id":"7686a043-a6a1-4766-b44c-68cd17dd19e4","name":"RAG INQURY REPLY","type":"@n8n/n8n-nodes-langchain.agent","position":[300,980],"parameters":{"text":"=You are a helpful assistant replying to a customer inquiry via email.\n\nUse the following information retrieved from our documents to generate a clear, professional response.\n\nContext:\n{{ $json[\"vectors\"].map(v => v.metadata.text).join(\"\\n\\n\") || \"No context available.\" }}\n\nCustomer's Question:\n{{ $json[\"emailText\"] }}\n\nRespond with a structured and informative email. Summarize any important points about products, services, or team details. Keep the tone polite and helpful.\n\n","options":{},"promptType":"define","hasOutputParser":true},"typeVersion":2},{"id":"52d15753-d3bd-40bf-b003-17d55ddb5769","name":"Sentiment Analysis of feedback","type":"@n8n/n8n-nodes-langchain.sentimentAnalysis","position":[-720,860],"parameters":{"options":{"categories":"Positive, Neutral, Negative"},"inputText":"=\n {{ $json.textPlain }}"},"typeVersion":1,"alwaysOutputData":true},{"id":"a35ed1ad-bbce-4b6d-82e9-a745a54f90e8","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[-840,820],"parameters":{"width":500,"height":200,"content":"check if feedback is postive or nrgative"},"typeVersion":1},{"id":"fada6c17-587e-4b4c-8ff4-6df0e51f747c","name":"Sticky Note3","type":"n8n-nodes-base.stickyNote","position":[-1720,1960],"parameters":{"width":1500,"height":460,"content":"details of business in pdf form to vector db"},"typeVersion":1}],"pinData":{},"connections":{"Code":{"main":[[{"node":"Switch1","type":"main","index":0}]]},"Code2":{"main":[[{"node":"Switch","type":"main","index":0}]]},"Code3":{"main":[[{"node":"Pinecone Vector Store1","type":"main","index":0}]]},"Switch":{"main":[[{"node":"accepted confirm to candidate","type":"main","index":0}],[{"node":"rejection email","type":"main","index":0}]]},"Switch1":{"main":[[{"node":"Basic LLM Chain1","type":"main","index":0}],[{"node":"bill send to team","type":"main","index":0}],[{"node":"Send to customer","type":"main","index":0}],[{"node":"Sentiment Analysis of feedback","type":"main","index":0}],[{"node":"RAG INQURY REPLY","type":"main","index":0}],[{"node":"TO SALES TEAM","type":"main","index":0}],[{"node":"Basic LLM Chain","type":"main","index":0}]]},"HTTP Request":{"main":[[{"node":"Extract from File","type":"main","index":0}]]},"Basic LLM Chain":{"main":[[{"node":"CLEAN AI AGENT OUTPUT","type":"main","index":0}]]},"Groq Chat Model":{"ai_languageModel":[[{"node":"Basic LLM Chain","type":"ai_languageModel","index":0}]]},"Basic LLM Chain1":{"main":[[{"node":"Code2","type":"main","index":0}]]},"Groq Chat Model1":{"ai_languageModel":[[{"node":"Sentiment Analysis of feedback","type":"ai_languageModel","index":0}]]},"Groq Chat Model2":{"ai_languageModel":[[{"node":"RAG INQURY REPLY","type":"ai_languageModel","index":0}]]},"Groq Chat Model3":{"ai_languageModel":[[{"node":"Basic LLM Chain1","type":"ai_languageModel","index":0}]]},"RAG INQURY REPLY":{"main":[[{"node":"send reply to customer","type":"main","index":0}]]},"Send to customer":{"main":[[{"node":"send to support team","type":"main","index":0}]]},"Embeddings Cohere":{"ai_embedding":[[{"node":"Pinecone Vector Store","type":"ai_embedding","index":0}]]},"Extract from File":{"main":[[{"node":"Code3","type":"main","index":0}]]},"Embeddings Cohere1":{"ai_embedding":[[{"node":"Pinecone Vector Store1","type":"ai_embedding","index":0}]]},"Default Data Loader":{"ai_document":[[{"node":"Pinecone Vector Store1","type":"ai_document","index":0}]]},"Email Trigger (IMAP)":{"main":[[{"node":"Code","type":"main","index":0}]]},"CLEAN AI AGENT OUTPUT":{"main":[[{"node":"Switch1","type":"main","index":0}]]},"Pinecone Vector Store":{"ai_tool":[[{"node":"RAG INQURY REPLY","type":"ai_tool","index":0}]]},"accepted confirm to candidate":{"main":[[{"node":"to hr","type":"main","index":0}]]},"Sentiment Analysis of feedback":{"main":[[{"node":"X","type":"main","index":0}],[{"node":"send email to team","type":"main","index":0}],[{"node":"send email to team","type":"main","index":0}]]},"Recursive Character Text Splitter":{"ai_textSplitter":[[{"node":"Default Data Loader","type":"ai_textSplitter","index":0}]]},"When clicking ‘Execute workflow’":{"main":[[{"node":"HTTP Request","type":"main","index":0}]]}}}
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