{
  "workflow": {
    "id": 2320,
    "name": "Invoice data extraction with LlamaParse and OpenAI",
    "views": 44297,
    "recentViews": 1,
    "totalViews": 44297,
    "createdAt": "2024-07-09T10:24:28.654Z",
    "description": "This n8n workflow automates the process of parsing and extracting data from PDF invoices. With this workflow, accounts and finance people can realise huge time and cost savings in their busy schedules.\n\n**Read the Blog**: [https://blog.n8n.io/how-to-extract-data-from-pdf-to-excel-spreadsheet-advance-parsing-with-n8n-io-and-llamaparse/](https://blog.n8n.io/how-to-extract-data-from-pdf-to-excel-spreadsheet-advance-parsing-with-n8n-io-and-llamaparse/)\n\n## How it works\n\n* This workflow will watch an email inbox for incoming invoices from suppliers\n* It will download the attached PDFs and processing them through a third party service called LlamaParse.\n* LlamaParse is specifically designed to handle and convert complex PDF data structures such as tables to markdown.\n* Markdown is easily to process for LLM models and so the data extraction by our AI agent is more accurate and reliable.\n* The workflow exports the extracted data from the AI agent to Google Sheets once the job complete.\n\n## Requirements\n\n* The criteria of the email trigger must be configured to capture emails with attachments.\n* The gmail label \"invoice synced\" must be created before using this workflow.\n* A LlamaIndex.ai account to use the LlamaParse service.\n* An OpenAI account to use GPT for AI work.\n* Google Sheets to save the output of the data extraction process although this can be replaced for whatever your needs.\n\n## Customizing this workflow\n\nThis workflow uses Gmail and Google Sheets but these can easily be swapped out for equivalent services such as Outlook and Excel.\n\nNot using Excel? Simple redirect the output of the AI agent to your accounting software of choice.  \n",
    "workflow": {
      "meta": {
        "instanceId": "26ba763460b97c249b82942b23b6384876dfeb9327513332e743c5f6219c2b8e"
      },
      "nodes": [
        {
          "id": "7076854e-c7e8-45b5-9e5e-16678bffa254",
          "name": "OpenAI Model",
          "type": "@n8n/n8n-nodes-langchain.lmOpenAi",
          "position": [
            2420,
            480
          ],
          "parameters": {
            "model": {
              "__rl": true,
              "mode": "list",
              "value": "gpt-3.5-turbo-1106",
              "cachedResultName": "gpt-3.5-turbo-1106"
            },
            "options": {
              "temperature": 0
            }
          },
          "credentials": {
            "openAiApi": {
              "id": "credential-id",
              "name": "openAiApi Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "00819f1c-2c60-4b7c-b395-445ec05fd898",
          "name": "Structured Output Parser",
          "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
          "position": [
            2600,
            480
          ],
          "parameters": {
            "jsonSchema": "{\n  \"Invoice date\": { \"type\": \"date\" },\n  \"invoice number\": { \"type\": \"string\" },\n  \"Purchase order number\": { \"type\": \"string\" },\n  \"Supplier name\": { \"type\": \"string\" },\n  \"Supplier address\": {\n    \"type\": \"object\",\n    \"properties\": {\n      \"address 1\": { \"type\": \"string\" },\n      \"address 2\": { \"type\": \"string\" },\n      \"city\": { \"type\": \"string\" },\n      \"postcode\": { \"type\": \"string\" }\n    }\n  },\n  \"Supplier VAT identification number\": { \"type\": \"string\" },\n  \"Customer name\": { \"type\": \"string\" },\n  \"Customer address\": {\n    \"type\": \"object\",\n    \"properties\": {\n      \"address 1\": { \"type\": \"string\" },\n      \"address 2\": { \"type\": \"string\" },\n      \"city\": { \"type\": \"string\" },\n      \"postcode\": { \"type\": \"string\" }\n    }\n  },\n  \"Customer VAT identification number\": { \"type\": \"string\" }, \n  \"Shipping addresses\": {\n    \"type\": \"array\",\n    \"items\": {\n      \"type\": \"object\",\n      \"properties\": {\n        \"address 1\": { \"type\": \"string\" },\n        \"address 2\": { \"type\": \"string\" },\n        \"city\": { \"type\": \"string\" },\n        \"postcode\": { \"type\": \"string\" }\n      }\n    }\n  },\n  \"Line items\": {\n    \"type\": \"array\",\n    \"items\": {\n      \"name\": \"string\",\n      \"description\": \"string\",\n      \"price\": \"number\",\n      \"discount\": \"number\"\n    }\n  },\n  \"Subtotal without VAT\": { \"type\": \"number\" },\n  \"Subtotal with VAT\": { \"type\": \"number\" },\n  \"Total price\": { \"type\": \"number\" }\n}"
          },
          "typeVersion": 1.1
        },
        {
          "id": "3b40d506-aabc-4105-853a-a318375cea73",
          "name": "Upload to LlamaParse",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            1620,
            420
          ],
          "parameters": {
            "url": "https://api.cloud.llamaindex.ai/api/parsing/upload",
            "method": "POST",
            "options": {},
            "sendBody": true,
            "contentType": "multipart-form-data",
            "sendHeaders": true,
            "authentication": "genericCredentialType",
            "bodyParameters": {
              "parameters": [
                {
                  "name": "file",
                  "parameterType": "formBinaryData",
                  "inputDataFieldName": "=attachment_0"
                }
              ]
            },
            "genericAuthType": "httpHeaderAuth",
            "headerParameters": {
              "parameters": [
                {
                  "name": "accept",
                  "value": "application/json"
                }
              ]
            }
          },
          "credentials": {
            "httpHeaderAuth": {
              "id": "credential-id",
              "name": "httpHeaderAuth Credential"
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "57a5d331-8838-4d44-8fac-a44dba35fcc4",
          "name": "Sticky Note",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1540,
            140
          ],
          "parameters": {
            "color": 7,
            "width": 785.9525375246163,
            "height": 623.4951418211454,
            "content": "## 2. Advanced PDF Processing with LlamaParse\n[Read more about using HTTP Requests](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.httprequest/)\n\nLlamaIndex's LlamaCloud is a cloud-based service that allows you to upload,\nparse, and index document. LlamaParse is a tool offered by LlamaCloud\nto parse for complex PDFs with embedded objects ie PDF Tables and figures.\n\nAt time of writing, you can parse 1000 pdfs/day with LlamaCloud's free plan\nby signing up at [https://cloud.llamaindex.ai/](https://cloud.llamaindex.ai/?ref=n8n.io)."
          },
          "typeVersion": 1
        },
        {
          "id": "a4504d83-da3b-41bc-891f-f8f9314a6af5",
          "name": "Receiving Invoices",
          "type": "n8n-nodes-base.gmailTrigger",
          "position": [
            780,
            400
          ],
          "parameters": {
            "simple": false,
            "filters": {
              "q": "has:attachment",
              "sender": "user@example.com"
            },
            "options": {
              "downloadAttachments": true
            },
            "pollTimes": {
              "item": [
                {
                  "mode": "everyMinute"
                }
              ]
            }
          },
          "credentials": {
            "gmailOAuth2": {
              "id": "credential-id",
              "name": "gmailOAuth2 Credential"
            }
          },
          "typeVersion": 1
        },
        {
          "id": "02bd4636-f35b-4a3a-8a5f-9ae7aeed2bf4",
          "name": "Append to Reconciliation Sheet",
          "type": "n8n-nodes-base.googleSheets",
          "position": [
            2960,
            320
          ],
          "parameters": {
            "columns": {
              "value": {},
              "schema": [
                {
                  "id": "Invoice date",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Invoice date",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "invoice number",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "invoice number",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Purchase order number",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Purchase order number",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Supplier name",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Supplier name",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Supplier address",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Supplier address",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Supplier VAT identification number",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Supplier VAT identification number",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Customer name",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Customer name",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Customer address",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Customer address",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Customer VAT identification number",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Customer VAT identification number",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Shipping addresses",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Shipping addresses",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Line items",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Line items",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Subtotal without VAT",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Subtotal without VAT",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Subtotal with VAT",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Subtotal with VAT",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                },
                {
                  "id": "Total price",
                  "type": "string",
                  "display": true,
                  "removed": false,
                  "required": false,
                  "displayName": "Total price",
                  "defaultMatch": false,
                  "canBeUsedToMatch": true
                }
              ],
              "mappingMode": "autoMapInputData",
              "matchingColumns": [
                "output"
              ]
            },
            "options": {},
            "operation": "append",
            "sheetName": {
              "__rl": true,
              "mode": "id",
              "value": "gid=0"
            },
            "documentId": {
              "__rl": true,
              "mode": "list",
              "value": "1omHDl1jpjHyrtga2ZHBddUkbkdatEr1ga9vHc4fQ1pI",
              "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1omHDl1jpjHyrtga2ZHBddUkbkdatEr1ga9vHc4fQ1pI/edit?usp=drivesdk",
              "cachedResultName": "Invoice Reconciliation"
            }
          },
          "credentials": {
            "googleSheetsOAuth2Api": {
              "id": "credential-id",
              "name": "googleSheetsOAuth2Api Credential"
            }
          },
          "typeVersion": 4.3
        },
        {
          "id": "cdb0a7ee-068d-465a-b4ae-d5221d5e7400",
          "name": "Get Processing Status",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            1800,
            420
          ],
          "parameters": {
            "url": "=https://api.cloud.llamaindex.ai/api/parsing/job/{{ $json.id }}",
            "options": {},
            "sendHeaders": true,
            "authentication": "genericCredentialType",
            "genericAuthType": "httpHeaderAuth",
            "headerParameters": {
              "parameters": [
                {
                  "name": "accept",
                  "value": "application/json"
                }
              ]
            }
          },
          "credentials": {
            "httpHeaderAuth": {
              "id": "credential-id",
              "name": "httpHeaderAuth Credential"
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "b68a01ab-d8e6-42f4-ab1d-81e746695eef",
          "name": "Wait to stay within service limits",
          "type": "n8n-nodes-base.wait",
          "position": [
            2120,
            560
          ],
          "webhookId": "17a96ed6-b5ff-47bb-a8a2-39c1eb40185a",
          "parameters": {
            "amount": 1
          },
          "typeVersion": 1.1
        },
        {
          "id": "41bd28d2-665a-4f71-a456-98eeb26b6655",
          "name": "Is Job Ready?",
          "type": "n8n-nodes-base.switch",
          "position": [
            1960,
            420
          ],
          "parameters": {
            "rules": {
              "values": [
                {
                  "outputKey": "SUCCESS",
                  "conditions": {
                    "options": {
                      "leftValue": "",
                      "caseSensitive": true,
                      "typeValidation": "strict"
                    },
                    "combinator": "and",
                    "conditions": [
                      {
                        "id": "300fce8c-b19a-4d0c-86e8-f62853c70ce2",
                        "operator": {
                          "name": "filter.operator.equals",
                          "type": "string",
                          "operation": "equals"
                        },
                        "leftValue": "={{ $json.status }}",
                        "rightValue": "SUCCESS"
                      }
                    ]
                  },
                  "renameOutput": true
                },
                {
                  "outputKey": "ERROR",
                  "conditions": {
                    "options": {
                      "leftValue": "",
                      "caseSensitive": true,
                      "typeValidation": "strict"
                    },
                    "combinator": "and",
                    "conditions": [
                      {
                        "id": "e6058aa0-a3e2-4ce3-9bed-6ff41a5be052",
                        "operator": {
                          "name": "filter.operator.equals",
                          "type": "string",
                          "operation": "equals"
                        },
                        "leftValue": "={{ $json.status }}",
                        "rightValue": "ERROR"
                      }
                    ]
                  },
                  "renameOutput": true
                },
                {
                  "outputKey": "CANCELED",
                  "conditions": {
                    "options": {
                      "leftValue": "",
                      "caseSensitive": true,
                      "typeValidation": "strict"
                    },
                    "combinator": "and",
                    "conditions": [
                      {
                        "id": "ceb6338f-4261-40ac-be11-91f61c7302ba",
                        "operator": {
                          "name": "filter.operator.equals",
                          "type": "string",
                          "operation": "equals"
                        },
                        "leftValue": "={{ $json.status }}",
                        "rightValue": "CANCELED"
                      }
                    ]
                  },
                  "renameOutput": true
                },
                {
                  "outputKey": "PENDING",
                  "conditions": {
                    "options": {
                      "leftValue": "",
                      "caseSensitive": true,
                      "typeValidation": "strict"
                    },
                    "combinator": "and",
                    "conditions": [
                      {
                        "id": "0fa97d86-432a-409a-917e-5f1a002b1ab9",
                        "operator": {
                          "name": "filter.operator.equals",
                          "type": "string",
                          "operation": "equals"
                        },
                        "leftValue": "={{ $json.status }}",
                        "rightValue": "PENDING"
                      }
                    ]
                  },
                  "renameOutput": true
                }
              ]
            },
            "options": {
              "allMatchingOutputs": true
            }
          },
          "typeVersion": 3
        },
        {
          "id": "f7157abe-b1ee-46b3-adb2-1be056d9d75d",
          "name": "Sticky Note1",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            694.0259411218055,
            139.97202236910687
          ],
          "parameters": {
            "color": 7,
            "width": 808.8727491350096,
            "height": 709.5781339256318,
            "content": "## 1. Watch for Invoice Emails\n[Read more about Gmail Triggers](https://docs.n8n.io/integrations/builtin/trigger-nodes/n8n-nodes-base.gmailtrigger)\n\nThe Gmail node can watch for all incoming messages and filter based on a condition. We'll set our Gmail node to wait for:\n* a message from particular email address.\n* having an attachment which should be the invoice PDF\n* not having a label \"invoice synced\", which is what we use to avoid duplicate processing."
          },
          "typeVersion": 1
        },
        {
          "id": "ff7cb6e4-5a60-4f12-b15e-74e7a4a302ce",
          "name": "Sticky Note2",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            2360,
            70.48792658995046
          ],
          "parameters": {
            "color": 7,
            "width": 805.0578351924228,
            "height": 656.5014186128178,
            "content": "## 3. Use LLMs to Extract Values from Data\n[Read more about Basic LLM Chain](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm/)\n\nLarge language models are perfect for data extraction tasks as they can work across a range of document layouts without human intervention. The extracted data can then be sent to a variety of datastores such as spreadsheets, accounting systems and/or CRMs.\n\n**Tip:** The \"Structured Output Parser\" ensures the AI output can be\ninserted to our spreadsheet without additional clean up and/or formatting. "
          },
          "typeVersion": 1
        },
        {
          "id": "0d510631-440b-41f5-b1aa-9b7279e9c8e3",
          "name": "Sticky Note3",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            1934,
            774
          ],
          "parameters": {
            "color": 5,
            "width": 394.15089838126653,
            "height": 154.49585536070904,
            "content": "### 🙋‍♂️ Why not just use the built-in PDF convertor?\nA common issue with PDF-to-text convertors are that they ignore important data structures like tables. These structures can be important for data extraction. For example, being able to distinguish between seperate line items in an invoice."
          },
          "typeVersion": 1
        },
        {
          "id": "fe7fdb90-3c85-4f29-a7d3-16f927f48682",
          "name": "Sticky Note4",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            3200,
            157.65172434465347
          ],
          "parameters": {
            "color": 7,
            "width": 362.3535748101346,
            "height": 440.3435768155051,
            "content": "## 4. Add Label to Avoid Duplication\n[Read more about working with Gmail](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.gmail/)\n\nTo finish off the workflow, we'll add the \"invoice synced\" label to the original invoice email to flag that the extraction was successful. This can be useful if working with a shared inbox and for quality control purposes later."
          },
          "typeVersion": 1
        },
        {
          "id": "1acf2c60-c2b9-4f78-94a4-0711c8bd71ab",
          "name": "Sticky Note5",
          "type": "n8n-nodes-base.stickyNote",
          "position": [
            300,
            140
          ],
          "parameters": {
            "width": 360.0244620907562,
            "height": 573.2443601155958,
            "content": "## Try Me Out!\n\n**This workflow does the following:**\n* Waits for email invoices with PDF attachments.\n* Uses the LlamaParse service to convert the invoice PDF into a markdown file.\n* Uses a LLM to extract invoice data from the Markdown file.\n* Exports the extracted data to a Google Sheet.\n\n### Follow along with the blog here\nhttps://blog.n8n.io/how-to-extract-data-from-pdf-to-excel-spreadsheet-advance-parsing-with-n8n-io-and-llamaparse/\n\n### Good to know\n* You'll need to create the label \"invoice synced\" in gmail before using this workflow.\n\n### Need Help?\nJoin the [Discord](https://discord.com/invite/XPKeKXeB7d) or ask in the [Forum](https://community.n8n.io/)!\n\nHappy Hacking!"
          },
          "typeVersion": 1
        },
        {
          "id": "3802c538-acf9-48d8-b011-bfe2fb817350",
          "name": "Add \"invoice synced\" Label",
          "type": "n8n-nodes-base.gmail",
          "position": [
            3320,
            400
          ],
          "parameters": {
            "labelIds": [
              "Label_5511644430826409825"
            ],
            "messageId": "={{ $('Receiving Invoices').item.json.id }}",
            "operation": "addLabels"
          },
          "credentials": {
            "gmailOAuth2": {
              "id": "credential-id",
              "name": "gmailOAuth2 Credential"
            }
          },
          "typeVersion": 2.1
        },
        {
          "id": "ffabd8c5-c440-4473-8e44-b849426c70cf",
          "name": "Get Parsed Invoice Data",
          "type": "n8n-nodes-base.httpRequest",
          "position": [
            2160,
            280
          ],
          "parameters": {
            "url": "=https://api.cloud.llamaindex.ai/api/parsing/job/{{ $json.id }}/result/markdown",
            "options": {
              "redirect": {
                "redirect": {}
              }
            },
            "authentication": "genericCredentialType",
            "genericAuthType": "httpHeaderAuth"
          },
          "credentials": {
            "httpHeaderAuth": {
              "id": "credential-id",
              "name": "httpHeaderAuth Credential"
            }
          },
          "typeVersion": 4.2
        },
        {
          "id": "5f9b507f-4dc1-4853-bf71-a64f2f4b55c1",
          "name": "Map Output",
          "type": "n8n-nodes-base.set",
          "position": [
            2760,
            320
          ],
          "parameters": {
            "mode": "raw",
            "options": {},
            "jsonOutput": "={{ $json.output }}"
          },
          "typeVersion": 3.3
        },
        {
          "id": "d22744cd-151d-4b92-b4f2-4a5b9ceb4ee7",
          "name": "Apply Data Extraction Rules",
          "type": "@n8n/n8n-nodes-langchain.chainLlm",
          "position": [
            2420,
            320
          ],
          "parameters": {
            "text": "=Given the following invoice in the <invoice> xml tags, extract the following information as listed below.\nIf you cannot the information for a specific item, then leave blank and skip to the next. \n\n* Invoice date\n* invoice number\n* Purchase order number\n* Supplier name\n* Supplier address\n* Supplier VAT identification number\n* Customer name\n* Customer address\n* Customer VAT identification number\n* Shipping addresses\n* Line items, including a description of the goods or services rendered\n* Price with and without VAT\n* Total price\n\n<invoice>{{ $json.markdown }}</invoice>",
            "promptType": "define",
            "hasOutputParser": true
          },
          "typeVersion": 1.4
        },
        {
          "id": "3735a124-9fab-4400-8b94-8b5aa9f951fe",
          "name": "Should Process Email?",
          "type": "n8n-nodes-base.if",
          "position": [
            1340,
            400
          ],
          "parameters": {
            "options": {},
            "conditions": {
              "options": {
                "leftValue": "",
                "caseSensitive": true,
                "typeValidation": "strict"
              },
              "combinator": "and",
              "conditions": [
                {
                  "id": "e5649a2b-6e12-4cc4-8001-4639cc9cc2c2",
                  "operator": {
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                {
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