{
  "workflow": {
    "id": 3610,
    "name": "Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy",
    "views": 1006,
    "recentViews": 0,
    "totalViews": 1006,
    "createdAt": "2025-04-19T15:01:54.627Z",
    "description": "## 🔍 Competitor Review Scraper & Ad Copy Generator\n(Trustpilot + Bright Data + GPT-4o-mini)\n\n### 📌 Who It's For\nMarketers, business owners, and agencies looking to:\n\n- Analyze competitor pain points\n\n- Generate high-impact Facebook ad copy\n \n- Automate manual data processing\n\n### 🧩 How It Works\nThis n8n-based workflow combines Bright Data, Google Sheets, and OpenAI to scrape, process, and transform Trustpilot reviews into ready-to-use ad copy.\n\n🔹 Step-by-Step Breakdown\n1. Trigger (Manual Form Submission)\nInput required:\n\nCompetitor’s Trustpilot URL\n\nReview timeframe (30d, 3m, 6m, 12m)\n\n2. Fetch Reviews\n\nCalls Bright Data’s Dataset API with URL & timeframe\n\nPolls until snapshot is ready\n\n3. Retrieve & Store\n\nExtracts all reviews\n\nSaves them into a structured Google Sheet\n\n4. Filter & Aggregate\n\nFilters to only 1–2 star reviews\n\nSummarizes common negative feedback\n\n5. Generate Ad Copy\n\nSends the summary to OpenAI GPT-4o-mini\n\nProduces 3 variations of ad copy targeting pain points\n\n6. Distribute Insights\n\nSends ad copy + summary via email to the marketing team\n\n### ✅ Requirements\n\n-LLM Account \n-Google Sheets - Copy this sheet:\nhttps://docs.google.com/spreadsheets/d/1Zi758ds2_aWzvbDYqwuGiQNaurLgs-leS9wjLWWlbUU/edit?gid=0#gid=0\n\n-Bright Data account\n\n### ⚙️ Setup Instructions\n**Step 1: Google Sheets\n**\nCopy this Google Sheets template\n\nDo not change column headers\n\n**Step 2: n8n Credential Setup\n**\nGoogle Sheets: OAuth2\n\nBright Data: Authorization Header\n\nOpenAI: API Key for GPT-4o-mini\n\n**Step 3: Import Workflow\n**\nImport the .json file into n8n\n\nConfigure your sheet + dataset ID\n\nAdjust GPT prompts as needed\n\n**Step 4: Run the Workflow\n**\nTrigger via form\n\nReceive ad copy + review insights via email\n\n### 🧠 Tips & Best Practices\n- Bright Data snapshots may take time — polling is handled\n\n- Focusing on 1–2 star reviews yields the most actionable pain points\n\n- You can customize GPT-4o-mini prompts for tone or vertical\n\n### 💬 Support & Feedback\nNeed help or customization?\n\n📧 Email: Yaron@nofluff.online\n📺 YouTube: @YaronBeen\n🔗 LinkedIn: linkedin.com/in/yaronbeen\n\n📚 Bright Data Docs: docs.brightdata.com/introduction",
    "workflow": {
      "meta": {
        "instanceId": "1eadd5bc7c3d70c587c28f782511fd898c6bf6d97963d92e836019d2039d1c79"
      },
      "nodes": [
        {
          "id": "578905af-9355-47ba-97c0-05bc9e69876c",
          "name": "Sticky Note9",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            -420,
            -120
          ],
          "parameters": {
            "color": 4,
            "width": 1280,
            "height": 320,
            "content": "=======================================\n            WORKFLOW ASSISTANCE\n=======================================\nFor any questions or support, please contact:\n    Yaron@nofluff.online\n\nExplore more tips and tutorials here:\n   - YouTube: https://www.youtube.com/@YaronBeen/videos\n   - LinkedIn: https://www.linkedin.com/in/yaronbeen/\n=======================================\nBright Data Docs: https://docs.brightdata.com/introduction\n"
          },
          "typeVersion": 1
        },
        {
          "id": "b54542b4-0f68-4076-9ae9-817c1aee0c14",
          "name": "Snapshot Progress",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            2180,
            300
          ],
          "parameters": {
            "url": "=https://api.brightdata.com/datasets/v3/progress/{{ $('HTTP Request- Post API call to Bright Data').item.json.snapshot_id }}",
            "options": {},
            "sendHeaders": true,
            "headerParameters": {
              "parameters": [
                {
                  "name": "Authorization",
                  "value": "Bearer <YOUR_BRIGHT_DATA_API_KEY>"
                }
              ]
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "8ffd290a-1cc7-4cc9-86a3-397108f8584b",
          "name": "Sticky Note10",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            3240,
            80
          ],
          "parameters": {
            "width": 195,
            "height": 646,
            "content": "In this workflow, I use Google Sheets to store the results. \n\nYou can use my template to get started faster:\n\n1. [Click on this link to get the template](https://docs.google.com/spreadsheets/d/1Zi758ds2_aWzvbDYqwuGiQNaurLgs-leS9wjLWWlbUU/edit?usp=sharing)\n2. Make a copy of the Sheets\n3. Add the URL to this node \n\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "d564fdb9-06f6-42c4-96d6-9512fa7217ca",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1200,
            380
          ],
          "parameters": {
            "width": 220,
            "height": 440,
            "content": "Add your competitors Trustpilot Link here.\n"
          },
          "typeVersion": 1
        },
        {
          "id": "8873b276-72db-42cd-8860-1327714d701b",
          "name": "On form submission - Discover Jobs",
          "type": "n8n-nodes-base.formTrigger",
          "position": [
            1260,
            520
          ],
          "webhookId": "8d0269c7-d1fc-45a1-a411-19634a1e0b82",
          "parameters": {
            "options": {},
            "formTitle": "Please Paste The URL of Your Trustpilot competitor",
            "formFields": {
              "values": [
                {
                  "fieldLabel": "Competitor TRUSTPILOT URL (include https://www.trsutpilot.com/review/",
                  "placeholder": "https://www.trustpilot.com/review/www.nike.com",
                  "requiredField": true
                },
                {
                  "fieldType": "dropdown",
                  "fieldLabel": "Please select the time frame of reviews you'd like. If it's a big brand go with 30 days",
                  "fieldOptions": {
                    "values": [
                      {
                        "option": "Last 30 days"
                      },
                      {
                        "option": "Last 3 months"
                      },
                      {
                        "option": "Last 6 months"
                      },
                      {
                        "option": "Last 12 months"
                      }
                    ]
                  }
                }
              ]
            }
          },
          "typeVersion": 2.2
        },
        {
          "id": "2396fb4f-e3da-4712-b6b5-93704fa69672",
          "name": "HTTP Request- Post API call to Bright Data",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            1560,
            380
          ],
          "parameters": {
            "url": "https://api.brightdata.com/datasets/v3/trigger",
            "method": "POST",
            "options": {},
            "jsonBody": "=[\n  {\n    \"url\": \"{{ $json['Competitor TRUSTPILOT URL (include https://www.trsutpilot.com/review/'] }}\",\n    \"date_posted\": \"{{ $json['Please select the time frame of reviews you\\'d like. If it\\'s a big brand go with 30 days'] }}\"\n  }\n]",
            "sendBody": true,
            "sendQuery": true,
            "sendHeaders": true,
            "specifyBody": "json",
            "queryParameters": {
              "parameters": [
                {
                  "name": "dataset_id",
                  "value": "gd_lm5zmhwd2sni130p"
                },
                {
                  "name": "include_errors",
                  "value": "true"
                }
              ]
            },
            "headerParameters": {
              "parameters": [
                {
                  "name": "Authorization",
                  "value": "Bearer <YOUR_BRIGHT_DATA_API_KEY>"
                }
              ]
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "c90b0e25-c009-4321-9c38-7ce895d78f3f",
          "name": "Wait - Polling Bright Data",
          "type": "n8n-nodes-base.wait",
          "position": [
            1940,
            300
          ],
          "webhookId": "8005a2b3-2195-479e-badb-d90e4240e699",
          "parameters": {
            "unit": "minutes",
            "amount": 2
          },
          "executeOnce": false,
          "typeVersion": 1.1
        },
        {
          "id": "ac37b7e2-04fb-4f04-96f6-c77aa282dc8e",
          "name": "If - Checking status of Snapshot - if data is ready or not",
          "type": "n8n-nodes-base.if",
          "position": [
            2380,
            300
          ],
          "parameters": {
            "options": {},
            "conditions": {
              "options": {
                "version": 2,
                "leftValue": "",
                "caseSensitive": true,
                "typeValidation": "strict"
              },
              "combinator": "and",
              "conditions": [
                {
                  "id": "7932282b-71bb-4bbb-ab73-4978e554de7e",
                  "operator": {
                    "name": "filter.operator.equals",
                    "type": "string",
                    "operation": "equals"
                  },
                  "leftValue": "={{ $json.status }}",
                  "rightValue": "running"
                }
              ]
            }
          },
          "typeVersion": 2.2
        },
        {
          "id": "572ea592-8fd6-4be5-825b-83b0a7a11556",
          "name": "HTTP Request - Getting data from Bright Data",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            2660,
            320
          ],
          "parameters": {
            "url": "=https://api.brightdata.com/datasets/v3/snapshot/{{ $('HTTP Request- Post API call to Bright Data').item.json.snapshot_id }}",
            "options": {},
            "sendQuery": true,
            "sendHeaders": true,
            "queryParameters": {
              "parameters": [
                {
                  "name": "format",
                  "value": "json"
                }
              ]
            },
            "headerParameters": {
              "parameters": [
                {
                  "name": "Authorization",
                  "value": "Bearer <YOUR_BRIGHT_DATA_API_KEY>"
                }
              ]
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "03c7bfd2-6ae5-4455-8db9-df4858af9417",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1880,
            160
          ],
          "parameters": {
            "color": 4,
            "width": 940,
            "height": 360,
            "content": "Bright Data Getting Reviews\n"
          },
          "typeVersion": 1
        },
        {
          "id": "f68ece0c-6061-4204-8c90-b9dba3dae242",
          "name": "Basic LLM Chain",
          "type": "@n8n/n8n-nodes-langchain.chainLlm",
          "position": [
            4160,
            380
          ],
          "parameters": {
            "text": "=Read the following bad reviews, these are reviews of our competitors:\n{{ $json.Aggregated_reviews }}\n\n---\nAfter reading them, summarize their weakest points.\nDon't mention the competitor name.\n\nWrite 3 different ads copy for our Facebook ads campaign, addressing these concerns",
            "promptType": "define"
          },
          "typeVersion": 1.6
        },
        {
          "id": "d07aa5c9-c0b0-440d-b9a8-21b5be269db3",
          "name": "OpenAI Chat Model",
          "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
          "position": [
            4260,
            600
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "gpt-4o-mini"
            },
            "options": {}
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1.2
        },
        {
          "id": "0dceb7f9-7133-40cd-87c7-7b786e104a2f",
          "name": "Send Summary To Marketers",
          "type": "n8n-nodes-base.gmail",
          "position": [
            4800,
            400
          ],
          "webhookId": "6787416d-689c-46ee-a7b5-97edd1fd1a00",
          "parameters": {
            "sendTo": "user@example.com",
            "message": "=Based on the following Trustpilot page: \n{{ $('On form submission - Discover Jobs').item.json['Competitor TRUSTPILOT URL (include https://www.trsutpilot.com/review/'] }}\n\nHere is a summary of recent complaints including ideas for ad copy:\n{{ $json.text }}\n-----------------------------\n\nI'm also attaching a break down of all recent complaints {{ $('Aggregating all filtered reviews').item.json.Aggregated_reviews }}\n",
            "options": {},
            "subject": "=Summary of Complaints of competitor: {{ $('On form submission - Discover Jobs').item.json['Competitor TRUSTPILOT URL (include https://www.trsutpilot.com/review/'] }}",
            "emailType": "text"
          },
          "credentials": {
            "gmailOAuth2": {
              "id": "credential-id",
              "name": "gmailOAuth2 Credential"
            }
          },
          "typeVersion": 2.1
        },
        {
          "id": "14516602-fe16-4a1f-8ada-690a4188429d",
          "name": "Filtering only bad reviews",
          "type": "n8n-nodes-base.filter",
          "position": [
            3520,
            380
          ],
          "parameters": {
            "options": {},
            "conditions": {
              "options": {
                "version": 2,
                "leftValue": "",
                "caseSensitive": true,
                "typeValidation": "loose"
              },
              "combinator": "or",
              "conditions": [
                {
                  "id": "7aaa3c61-27d5-4165-aaf3-4783d0ef0db0",
                  "operator": {
                    "name": "filter.operator.equals",
                    "type": "string",
                    "operation": "equals"
                  },
                  "leftValue": "={{ $json.review_rating }}",
                  "rightValue": "1"
                },
                {
                  "id": "7aab561d-2454-4d4b-a5d6-51c0582ea85b",
                  "operator": {
                    "name": "filter.operator.equals",
                    "type": "string",
                    "operation": "equals"
                  },
                  "leftValue": "={{ $json.review_rating }}",
                  "rightValue": "2"
                }
              ]
            },
            "looseTypeValidation": true
          },
          "typeVersion": 2.2
        },
        {
          "id": "a93f9763-4eaa-4654-9bb1-93a1c8b468f9",
          "name": "Aggregating all filtered reviews",
          "type": "n8n-nodes-base.aggregate",
          "position": [
            3780,
            380
          ],
          "parameters": {
            "options": {},
            "fieldsToAggregate": {
              "fieldToAggregate": [
                {
                  "renameField": true,
                  "outputFieldName": "Aggregated_reviews",
                  "fieldToAggregate": "review_content"
                }
              ]
            }
          },
          "typeVersion": 1
        },
        {
          "id": "effec41f-a19f-48c7-a540-ec69968850ee",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            4120,
            140
          ],
          "parameters": {
            "width": 360,
            "height": 820,
            "content": "Adjust This Prompt with:\n1. Add info about your company and offer.\n\n2. The template requires the LLM to generate ad copy, but you can change it to any marketing material you'd like.\nExamples:\n- Suggest ideas for FAQ\n- Suggest copy for UGC scripts\n- Suggest copy for Add to cart email flow etc\n\n"
          },
          "typeVersion": 1
        },
        {
          "id": "e9bf2453-8f98-4d43-ac0c-f3e4b45787c9",
          "name": "Google Sheets - Adding All Reviews",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            3280,
            380
          ],
          "parameters": {
            "columns": {
              "value": {},
              "schema": [
                {
                  "id": "company_name",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_name",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_id",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_id",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_date",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_date",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_rating",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_rating",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_title",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_title",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_content",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_content",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "is_verified_review",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "is_verified_review",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_date_of_experience",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_date_of_experience",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "reviewer_location",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "reviewer_location",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "reviews_posted_overall",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "reviews_posted_overall",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_replies",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_replies",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "review_useful_count",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "review_useful_count",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "reviewer_name",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "reviewer_name",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_logo",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_logo",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "url",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "url",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_overall_rating",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_overall_rating",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "is_verified_company",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "is_verified_company",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_total_reviews",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_total_reviews",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "5_star",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "5_star",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "4_star",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "4_star",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "3_star",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "3_star",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "2_star",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "2_star",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "1_star",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "1_star",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_about",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_about",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_phone",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_phone",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_location",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_location",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_country",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_country",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "breadcrumbs",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "breadcrumbs",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_category",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_category",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_id",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_id",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_website",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "company_website",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "company_other_categories",
                  "type": "string",
                  "display": true,
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                },
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            "options": {},
            "operation": "append",
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              "__rl": true,
              "mode": "list",
              "value": "gid=0",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1Zi758ds2_aWzvbDYqwuGiQNaurLgs-leS9wjLWWlbUU/edit#gid=0",
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              "mode": "list",
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              "cachedResultName": "NoFluff-N8N-Sheet-Template- Trust PIlot Reviews Scraping WIth Bright Data"
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              "name": "googleSheetsOAuth2Api Credential"
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          "parameters": {
            "width": 860,
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            "content": "### Scrape Trustpilot Reviews Using Bright Data for Winning Ad Insights\n\nThis **n8n workflow** scrapes Trustpilot reviews of a specified competitor using **Bright Data's dataset API**. Users input the competitor's Trustpilot URL and select a timeframe (30 days, 3 months, 6 months, or 12 months) via an n8n form.\n\n**Workflow steps:**\n\n- Sends a request to Bright Data to fetch Trustpilot reviews based on user input.\n- Polls Bright Data until the dataset is ready.\n- Retrieves the reviews and logs them into a Google Sheet.\n- Filters the results to isolate negative reviews (ratings of 1 or 2 stars).\n- Aggregates negative reviews into summarized text.\n- Uses OpenAI's GPT-4o-mini to analyze competitor weaknesses and generate three Facebook ad copy variations addressing these pain points.\n- Emails the summary, including suggested ad copy and aggregated reviews, to the marketing team.\n"
          },
          "typeVersion": 1
        }
      ],
      "pinData": {},
      "connections": {
        "Basic LLM Chain": {
          "main": [
            [
              {
                "node": "Send Summary To Marketers",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "OpenAI Chat Model": {
          "ai_languageModel": [
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                "node": "Basic LLM Chain",
                "type": "ai_languageModel",
                "index": 0
              }
            ]
          ]
        },
        "Snapshot Progress": {
          "main": [
            [
              {
                "node": "If - Checking status of Snapshot - if data is ready or not",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Filtering only bad reviews": {
          "main": [
            [
              {
                "node": "Aggregating all filtered reviews",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "Wait - Polling Bright Data": {
          "main": [
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              }
            ]
          ]
        },
        "Aggregating all filtered reviews": {
          "main": [
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                "node": "Basic LLM Chain",
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              }
            ]
          ]
        },
        "Google Sheets - Adding All Reviews": {
          "main": [
            [
              {
                "node": "Filtering only bad reviews",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "On form submission - Discover Jobs": {
          "main": [
            [
              {
                "node": "HTTP Request- Post API call to Bright Data",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "HTTP Request- Post API call to Bright Data": {
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                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "HTTP Request - Getting data from Bright Data": {
          "main": [
            [
              {
                "node": "Google Sheets - Adding All Reviews",
                "type": "main",
                "index": 0
              }
            ]
          ]
        },
        "If - Checking status of Snapshot - if data is ready or not": {
          "main": [
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              {
                "node": "Wait - Polling Bright Data",
                "type": "main",
                "index": 0
              }
            ],
            [
              {
                "node": "HTTP Request - Getting data from Bright Data",
                "type": "main",
                "index": 0
              }
            ]
          ]
        }
      }
    },
    "lastUpdatedBy": 29,
    "workflowInfo": {
      "nodeCount": 18,
      "nodeTypes": {
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          "count": 1
        },
        "n8n-nodes-base.wait": {
          "count": 1
        },
        "n8n-nodes-base.gmail": {
          "count": 1
        },
        "n8n-nodes-base.filter": {
          "count": 1
        },
        "n8n-nodes-base.aggregate": {
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        },
        "n8n-nodes-base.stickyNote": {
          "count": 6
        },
        "n8n-nodes-base.formTrigger": {
          "count": 1
        },
        "n8n-nodes-base.httpRequest": {
          "count": 3
        },
        "n8n-nodes-base.googleSheets": {
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        },
        "@n8n/n8n-nodes-langchain.chainLlm": {
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        },
        "@n8n/n8n-nodes-langchain.lmChatOpenAi": {
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        }
      }
    },
    "status": "published",
    "user": {
      "name": "Yaron Been",
      "username": "yaron-nofluff",
      "bio": "Building AI Agents and Automations | Growth Marketer | Entrepreneur | Book Author & Podcast Host\n\nIf you need any help with Automations, feel free to reach out via linkedin:\nhttps://www.linkedin.com/in/yaronbeen/\n\nAnd check out my Youtube channel:\nhttps://www.youtube.com/@YaronBeen/videos",
      "verified": true,
      "links": [
        "https://www.nofluff.online/automation-services/"
      ],
      "avatar": "https://gravatar.com/avatar/a4e4dcaa1f76ff5266bbf80e8df86d22efda890474c68f7796e72fd82e3f2375?r=pg&d=retro&size=200"
    },
    "nodes": [
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        "id": 18,
        "icon": "file:googleSheets.svg",
        "name": "n8n-nodes-base.googleSheets",
        "codex": {
          "data": {
            "alias": [
              "CSV",
              "Sheet",
              "Spreadsheet",
              "GS"
            ],
            "resources": {
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                  "url": "https://n8n.io/blog/love-at-first-sight-ricardos-n8n-journey/",
                  "icon": "❤️",
                  "label": "Love at first sight: Ricardo’s n8n journey"
                },
                {
                  "url": "https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/",
                  "icon": "🧬",
                  "label": "Why business process automation with n8n can change your daily life"
                },
                {
                  "url": "https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/",
                  "icon": "🧾",
                  "label": "Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n"
                },
                {
                  "url": "https://n8n.io/blog/supercharging-your-conference-registration-process-with-n8n/",
                  "icon": "🎫",
                  "label": "Supercharging your conference registration process with n8n"
                },
                {
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                  "label": "Creating triggers for n8n workflows using polling"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
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                  "label": "Migrating Community Metrics to Orbit using n8n"
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                {
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                  "url": "https://n8n.io/blog/your-business-doesnt-need-you-to-operate/",
                  "icon": " 🖥️",
                  "label": "Hey founders! Your business doesn't need you to operate"
                },
                {
                  "url": "https://n8n.io/blog/how-honest-burgers-use-automation-to-save-100k-per-year/",
                  "icon": "🍔",
                  "label": "How Honest Burgers Use Automation to Save $100k per year"
                },
                {
                  "url": "https://n8n.io/blog/how-a-digital-strategist-uses-n8n-for-online-marketing/",
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                  "label": "How a digital strategist uses n8n for online marketing"
                },
                {
                  "url": "https://n8n.io/blog/why-this-product-manager-loves-workflow-automation-with-n8n/",
                  "icon": "🧠",
                  "label": "Why this Product Manager loves workflow automation with n8n"
                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
                {
                  "url": "https://n8n.io/blog/how-a-membership-development-manager-automates-his-work-and-investments/",
                  "icon": "📈",
                  "label": "How a Membership Development Manager automates his work and investments"
                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
                  "label": "7 no-code workflow automations for Amazon Web Services"
                }
              ],
              "primaryDocumentation": [
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                  "url": "https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.googlesheets/"
                }
              ],
              "credentialDocumentation": [
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                  "url": "https://docs.n8n.io/integrations/builtin/credentials/google/oauth-single-service/"
                }
              ]
            },
            "categories": [
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              "Productivity"
            ],
            "nodeVersion": "1.0",
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          }
        },
        "group": "[\"input\",\"output\"]",
        "defaults": {
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        },
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      },
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                },
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                  "url": "https://n8n.io/blog/automatically-pulling-and-visualizing-data-with-n8n/",
                  "icon": "📈",
                  "label": "Automatically pulling and visualizing data with n8n"
                },
                {
                  "url": "https://n8n.io/blog/learn-how-to-automatically-cross-post-your-content-with-n8n/",
                  "icon": "✍️",
                  "label": "Learn how to automatically cross-post your content with n8n"
                },
                {
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                },
                {
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                },
                {
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                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/world-poetry-day-workflow/",
                  "icon": "📜",
                  "label": "Celebrating World Poetry Day with a daily poem in Telegram"
                },
                {
                  "url": "https://n8n.io/blog/automate-google-apps-for-productivity/",
                  "icon": "💡",
                  "label": "15 Google apps you can combine and automate to increase productivity"
                },
                {
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                  "icon": "🎨",
                  "label": "Automate Designs with Bannerbear and n8n"
                },
                {
                  "url": "https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/",
                  "icon": " 🕸️",
                  "label": "How uProc scraped a multi-page website with a low-code workflow"
                },
                {
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                  "icon": "📱",
                  "label": "Building an expense tracking app in 10 minutes"
                },
                {
                  "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/",
                  "icon": "🤖",
                  "label": "5 workflow automations for Mattermost that we love at n8n"
                },
                {
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                  "icon": "🧰",
                  "label": "How to use the HTTP Request Node - The Swiss Army Knife for Workflow Automation"
                },
                {
                  "url": "https://n8n.io/blog/learn-how-to-use-webhooks-with-mattermost-slash-commands/",
                  "icon": "🦄",
                  "label": "Learn how to use webhooks with Mattermost slash commands"
                },
                {
                  "url": "https://n8n.io/blog/how-a-membership-development-manager-automates-his-work-and-investments/",
                  "icon": "📈",
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                },
                {
                  "url": "https://n8n.io/blog/a-low-code-bitcoin-ticker-built-with-questdb-and-n8n-io/",
                  "icon": "📈",
                  "label": "A low-code bitcoin ticker built with QuestDB and n8n.io"
                },
                {
                  "url": "https://n8n.io/blog/how-to-set-up-a-ci-cd-pipeline-with-no-code/",
                  "icon": "🎡",
                  "label": "How to set up a no-code CI/CD pipeline with GitHub and TravisCI"
                },
                {
                  "url": "https://n8n.io/blog/automations-for-activists/",
                  "icon": "✨",
                  "label": "How Common Knowledge use workflow automation for activism"
                },
                {
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                {
                  "url": "https://n8n.io/blog/how-goomer-automated-their-operations-with-over-200-n8n-workflows/",
                  "icon": "🛵",
                  "label": "How Goomer automated their operations with over 200 n8n workflows"
                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
                  "label": "7 no-code workflow automations for Amazon Web Services"
                }
              ],
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          }
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        "displayName": "HTTP Request",
        "typeVersion": 4,
        "nodeCategories": [
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            "id": 5,
            "name": "Development"
          },
          {
            "id": 9,
            "name": "Core Nodes"
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        ]
      },
      {
        "id": 20,
        "icon": "fa:map-signs",
        "name": "n8n-nodes-base.if",
        "codex": {
          "data": {
            "alias": [
              "Router",
              "Filter",
              "Condition",
              "Logic",
              "Boolean",
              "Branch"
            ],
            "details": "The IF node can be used to implement binary conditional logic in your workflow. You can set up one-to-many conditions to evaluate each item of data being inputted into the node. That data will either evaluate to TRUE or FALSE and route out of the node accordingly.\n\nThis node has multiple types of conditions: Bool, String, Number, and Date & Time.",
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/learn-to-automate-your-factorys-incident-reporting-a-step-by-step-guide/",
                  "icon": "🏭",
                  "label": "Learn to Automate Your Factory's Incident Reporting: A Step by Step Guide"
                },
                {
                  "url": "https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/",
                  "icon": "☀️",
                  "label": "2021: The Year to Automate the New You with n8n"
                },
                {
                  "url": "https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/",
                  "icon": "🧬",
                  "label": "Why business process automation with n8n can change your daily life"
                },
                {
                  "url": "https://n8n.io/blog/create-a-toxic-language-detector-for-telegram/",
                  "icon": "🤬",
                  "label": "Create a toxic language detector for Telegram in 4 step"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
                  "url": "https://n8n.io/blog/how-to-build-a-low-code-self-hosted-url-shortener/",
                  "icon": "🔗",
                  "label": "How to build a low-code, self-hosted URL shortener in 3 steps"
                },
                {
                  "url": "https://n8n.io/blog/automate-your-data-processing-pipeline-in-9-steps-with-n8n/",
                  "icon": "⚙️",
                  "label": "Automate your data processing pipeline in 9 steps"
                },
                {
                  "url": "https://n8n.io/blog/how-to-get-started-with-crm-automation-and-no-code-workflow-ideas/",
                  "icon": "👥",
                  "label": "How to get started with CRM automation (with 3 no-code workflow ideas"
                },
                {
                  "url": "https://n8n.io/blog/5-tasks-you-can-automate-with-notion-api/",
                  "icon": "⚡️",
                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/automate-google-apps-for-productivity/",
                  "icon": "💡",
                  "label": "15 Google apps you can combine and automate to increase productivity"
                },
                {
                  "url": "https://n8n.io/blog/automation-for-maintainers-of-open-source-projects/",
                  "icon": "🏷️",
                  "label": "How to automatically manage contributions to open-source projects"
                },
                {
                  "url": "https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/",
                  "icon": " 🕸️",
                  "label": "How uProc scraped a multi-page website with a low-code workflow"
                },
                {
                  "url": "https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/",
                  "icon": "🤖",
                  "label": "5 workflow automations for Mattermost that we love at n8n"
                },
                {
                  "url": "https://n8n.io/blog/why-this-product-manager-loves-workflow-automation-with-n8n/",
                  "icon": "🧠",
                  "label": "Why this Product Manager loves workflow automation with n8n"
                },
                {
                  "url": "https://n8n.io/blog/sending-automated-congratulations-with-google-sheets-twilio-and-n8n/",
                  "icon": "🙌",
                  "label": "Sending Automated Congratulations with Google Sheets, Twilio, and n8n "
                },
                {
                  "url": "https://n8n.io/blog/how-to-set-up-a-ci-cd-pipeline-with-no-code/",
                  "icon": "🎡",
                  "label": "How to set up a no-code CI/CD pipeline with GitHub and TravisCI"
                },
                {
                  "url": "https://n8n.io/blog/benefits-of-automation-and-n8n-an-interview-with-hubspots-hugh-durkin/",
                  "icon": "🎖",
                  "label": "Benefits of automation and n8n: An interview with HubSpot's Hugh Durkin"
                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
                  "label": "7 no-code workflow automations for Amazon Web Services"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.if/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Flow"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "If",
          "color": "#408000"
        },
        "iconData": {
          "icon": "map-signs",
          "type": "icon"
        },
        "displayName": "If",
        "typeVersion": 2,
        "nodeCategories": [
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            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 356,
        "icon": "file:gmail.svg",
        "name": "n8n-nodes-base.gmail",
        "codex": {
          "data": {
            "alias": [
              "email",
              "human",
              "form",
              "wait",
              "hitl",
              "approval"
            ],
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/",
                  "icon": "🧬",
                  "label": "Why business process automation with n8n can change your daily life"
                },
                {
                  "url": "https://n8n.io/blog/supercharging-your-conference-registration-process-with-n8n/",
                  "icon": "🎫",
                  "label": "Supercharging your conference registration process with n8n"
                },
                {
                  "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/",
                  "icon": "store",
                  "label": "6 e-commerce workflows to power up your Shopify s"
                },
                {
                  "url": "https://n8n.io/blog/how-to-get-started-with-crm-automation-and-no-code-workflow-ideas/",
                  "icon": "👥",
                  "label": "How to get started with CRM automation (with 3 no-code workflow ideas"
                },
                {
                  "url": "https://n8n.io/blog/automate-google-apps-for-productivity/",
                  "icon": "💡",
                  "label": "15 Google apps you can combine and automate to increase productivity"
                },
                {
                  "url": "https://n8n.io/blog/your-business-doesnt-need-you-to-operate/",
                  "icon": " 🖥️",
                  "label": "Hey founders! Your business doesn't need you to operate"
                },
                {
                  "url": "https://n8n.io/blog/using-automation-to-boost-productivity-in-the-workplace/",
                  "icon": "💪",
                  "label": "Using Automation to Boost Productivity in the Workplace"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.gmail/"
                }
              ],
              "credentialDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/credentials/google/oauth-single-service/"
                }
              ]
            },
            "categories": [
              "Communication",
              "HITL"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "HITL": [
                "Human in the Loop"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Gmail"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
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        "displayName": "Gmail",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 6,
            "name": "Communication"
          },
          {
            "id": 28,
            "name": "HITL"
          }
        ]
      },
      {
        "id": 514,
        "icon": "fa:pause-circle",
        "name": "n8n-nodes-base.wait",
        "codex": {
          "data": {
            "alias": [
              "pause",
              "sleep",
              "delay",
              "timeout"
            ],
            "resources": {
              "generic": [
                {
                  "url": "https://n8n.io/blog/how-to-get-started-with-crm-automation-and-no-code-workflow-ideas/",
                  "icon": "👥",
                  "label": "How to get started with CRM automation (with 3 no-code workflow ideas"
                },
                {
                  "url": "https://n8n.io/blog/aws-workflow-automation/",
                  "label": "7 no-code workflow automations for Amazon Web Services"
                }
              ],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers",
                "Flow"
              ]
            }
          }
        },
        "group": "[\"organization\"]",
        "defaults": {
          "name": "Wait",
          "color": "#804050"
        },
        "iconData": {
          "icon": "pause-circle",
          "type": "icon"
        },
        "displayName": "Wait",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 565,
        "icon": "fa:sticky-note",
        "name": "n8n-nodes-base.stickyNote",
        "codex": {
          "data": {
            "alias": [
              "Comments",
              "Notes",
              "Sticky"
            ],
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Helpers"
              ]
            }
          }
        },
        "group": "[\"input\"]",
        "defaults": {
          "name": "Sticky Note",
          "color": "#FFD233"
        },
        "iconData": {
          "icon": "sticky-note",
          "type": "icon"
        },
        "displayName": "Sticky Note",
        "typeVersion": 1,
        "nodeCategories": [
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            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 844,
        "icon": "fa:filter",
        "name": "n8n-nodes-base.filter",
        "codex": {
          "data": {
            "alias": [
              "Router",
              "Filter",
              "Condition",
              "Logic",
              "Boolean",
              "Branch"
            ],
            "details": "The Filter node can be used to filter items based on a condition. If the condition is met, the item will be passed on to the next node. If the condition is not met, the item will be omitted. Conditions can be combined together by AND(meet all conditions), or OR(meet at least one condition).",
            "resources": {
              "generic": [],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.filter/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Flow",
                "Data Transformation"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Filter",
          "color": "#229eff"
        },
        "iconData": {
          "icon": "filter",
          "type": "icon"
        },
        "displayName": "Filter",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 1123,
        "icon": "fa:link",
        "name": "@n8n/n8n-nodes-langchain.chainLlm",
        "codex": {
          "data": {
            "alias": [
              "LangChain"
            ],
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Chains",
                "Root Nodes"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Basic LLM Chain",
          "color": "#909298"
        },
        "iconData": {
          "icon": "link",
          "type": "icon"
        },
        "displayName": "Basic LLM Chain",
        "typeVersion": 2,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1153,
        "icon": "file:openAiLight.svg",
        "name": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.lmchatopenai/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Language Models",
                "Root Nodes"
              ],
              "Language Models": [
                "Chat Models (Recommended)"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "OpenAI Chat Model"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "OpenAI Chat Model",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1225,
        "icon": "file:form.svg",
        "name": "n8n-nodes-base.formTrigger",
        "codex": {
          "data": {
            "alias": [
              "table",
              "submit",
              "post"
            ],
            "resources": {
              "generic": [],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.formtrigger/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Other Trigger Nodes"
              ]
            }
          }
        },
        "group": "[\"trigger\"]",
        "defaults": {
          "name": "On form submission"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "n8n Form Trigger",
        "typeVersion": 3,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      },
      {
        "id": 1236,
        "icon": "file:aggregate.svg",
        "name": "n8n-nodes-base.aggregate",
        "codex": {
          "data": {
            "alias": [
              "Aggregate",
              "Combine",
              "Flatten",
              "Transform",
              "Array",
              "List",
              "Item"
            ],
            "details": "",
            "resources": {
              "generic": [],
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.aggregate/"
                }
              ]
            },
            "categories": [
              "Core Nodes"
            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0",
            "subcategories": {
              "Core Nodes": [
                "Data Transformation"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Aggregate"
        },
        "iconData": {
          "type": "file",
          "fileBuffer": "data:image/svg+xml;base64,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"
        },
        "displayName": "Aggregate",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 9,
            "name": "Core Nodes"
          }
        ]
      }
    ],
    "categories": [
      {
        "id": 31,
        "name": "Content Creation"
      },
      {
        "id": 51,
        "name": "Multimodal AI"
      }
    ],
    "image": []
  }
}