Construire votre premier chatbot analyste de données IA
Avancé
Ceci est unSales, Finance, Product, AIworkflow d'automatisation du domainecontenant 29 nœuds.Utilise principalement des nœuds comme Code, Filter, Aggregate, HttpRequest, Agent, combinant la technologie d'intelligence artificielle pour une automatisation intelligente. Construire votre premier chatbot d'analyste de données IA
Prérequis
- •Peut nécessiter les informations d'identification d'authentification de l'API cible
- •Informations d'identification Google Sheets API
- •Clé API OpenAI
Nœuds utilisés (29)
Aperçu du workflow
Visualisation des connexions entre les nœuds, avec support du zoom et du déplacement
Exporter le workflow
Copiez la configuration JSON suivante dans n8n pour importer et utiliser ce workflow
{
"meta": {
"instanceId": "d6b502dfa4d9dd072cdc5c2bb763558661053f651289291352a84403e01b3d1b",
"templateCredsSetupCompleted": true
},
"nodes": [
{
"id": "0951fd33-1811-4a89-b84f-f46dc9e6fde1",
"name": "À la réception d'un message",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
20,
-340
],
"webhookId": "cdc03fce-33b6-4eed-86b5-f628994e5e31",
"parameters": {
"options": {}
},
"typeVersion": 1.1
},
{
"id": "699c2f89-5547-4d28-92a9-5e216aecb251",
"name": "Agent IA",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
240,
-340
],
"parameters": {
"options": {
"maxIterations": 15,
"systemMessage": "=You are a helpful assistant.\nCurrent timestamp is {{ $now }}"
}
},
"typeVersion": 1.7
},
{
"id": "640c29f7-b67e-49f6-a864-c9b396c446b7",
"name": "OpenAI Modèle de conversation",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
160,
-100
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o",
"cachedResultName": "gpt-4o"
},
"options": {
"temperature": 0.2
}
},
"credentials": {
"openAiApi": {
"id": "5LVOlVwHUgB8MAj2",
"name": "OpenAI - n8n project"
}
},
"typeVersion": 1.2
},
{
"id": "807630b4-c138-4b66-a438-fb70eab12a07",
"name": "Calculatrice",
"type": "@n8n/n8n-nodes-langchain.toolCalculator",
"position": [
840,
60
],
"parameters": {},
"typeVersion": 1
},
{
"id": "132a97a3-239c-403f-843f-55b652e3efc5",
"name": "Code",
"type": "n8n-nodes-base.code",
"position": [
840,
640
],
"parameters": {
"jsCode": "// Ensure there's at least one input item.\nif (!items || items.length === 0) {\n throw new Error(\"No input items found.\");\n}\n\n// Our input is expected to have a 'data' property containing the JSONP string.\nconst input = items[0].json;\n\nif (!input.data) {\n throw new Error(\"Input JSON does not have a 'data' property.\");\n}\n\nconst rawData = input.data;\n\n// Use a regex to extract the JSON content from the Google Visualization JSONP response.\nconst regex = /google\\.visualization\\.Query\\.setResponse\\((.*)\\);?$/s;\nconst match = rawData.match(regex);\n\nif (!match) {\n throw new Error(\"Input data does not match the expected Google Visualization JSONP format.\");\n}\n\nconst jsonString = match[1];\n\n// Parse the extracted JSON string.\nlet parsed;\ntry {\n parsed = JSON.parse(jsonString);\n} catch (error) {\n throw new Error(\"Failed to parse JSON: \" + error.message);\n}\n\n// Verify that the parsed JSON has the expected 'table' structure with 'cols' and 'rows'.\nif (!parsed.table || !Array.isArray(parsed.table.cols) || !Array.isArray(parsed.table.rows)) {\n throw new Error(\"Parsed JSON does not have the expected 'table' structure with 'cols' and 'rows'.\");\n}\n\nconst cols = parsed.table.cols;\nconst rows = parsed.table.rows;\n\n// Helper function to convert date string from \"Date(YYYY,M,D)\" to \"YYYY-MM-DD\"\nfunction formatDate(dateStr) {\n const match = dateStr.match(/^Date\\((\\d+),(\\d+),(\\d+)\\)$/);\n if (!match) return dateStr;\n const year = parseInt(match[1], 10);\n const month = parseInt(match[2], 10) + 1; // JavaScript months are 0-indexed\n const day = parseInt(match[3], 10);\n // Format with leading zeros\n return `${year}-${String(month).padStart(2, '0')}-${String(day).padStart(2, '0')}`;\n}\n\n// Map each row into an object using the column labels as keys.\nconst newItems = rows.map(row => {\n const obj = {};\n cols.forEach((col, index) => {\n let value = row.c && row.c[index] ? row.c[index].v : null;\n // If the column type is \"date\" and the value is a string that looks like \"Date(YYYY,M,D)\"\n if (col.type === \"date\" && typeof value === \"string\") {\n value = formatDate(value);\n }\n obj[col.label] = value;\n });\n return { json: obj };\n});\n\n// Return the new array of items.\nreturn newItems;\n"
},
"typeVersion": 2
},
{
"id": "3dc1e670-bfb1-4b63-b9c8-85656134c843",
"name": "Lorsqu'exécuté par un autre workflow",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"position": [
280,
640
],
"parameters": {
"workflowInputs": {
"values": [
{
"name": "start_date"
},
{
"name": "end_date"
},
{
"name": "status"
}
]
}
},
"typeVersion": 1.1
},
{
"id": "52a26e43-12a5-4b4a-a224-d70cdabf6aaf",
"name": "Enregistrements par date",
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"position": [
1020,
-120
],
"parameters": {
"name": "records_by_date_and_or_status",
"workflowId": {
"__rl": true,
"mode": "list",
"value": "a2BIIjr2gLBay06M",
"cachedResultName": "Template | Your first AI Data Analyst"
},
"description": "Use this tool to get records filtered by date. You can also filter by status at the same time, if you want.",
"workflowInputs": {
"value": {
"status": "={{ $fromAI(\"status\", \"Status of the transaction. Can be Completed, Refund or Error. Leave empty if you don't need this now.\", \"string\") }}",
"end_date": "={{ $fromAI(\"end_date\", \"End date in format YYYY-MM-DD\", \"string\") }}",
"start_date": "={{ $fromAI(\"start_date\", \"Start date in format YYYY-MM-DD\", \"string\") }}"
},
"schema": [
{
"id": "start_date",
"type": "string",
"display": true,
"required": false,
"displayName": "start_date",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "end_date",
"type": "string",
"display": true,
"required": false,
"displayName": "end_date",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "status",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "status",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"typeVersion": 2
},
{
"id": "e1811519-8699-4243-8c64-0db1ab26004d",
"name": "Agrégation",
"type": "n8n-nodes-base.aggregate",
"position": [
1280,
640
],
"parameters": {
"options": {},
"aggregate": "aggregateAllItemData"
},
"typeVersion": 1
},
{
"id": "3b129abd-ac9a-460c-abb3-007e2c94e284",
"name": "Note adhésive",
"type": "n8n-nodes-base.stickyNote",
"position": [
1220,
400
],
"parameters": {
"color": 7,
"width": 220,
"height": 400,
"content": "To send all the items back to the AI, we need to finish with everything aggregated into one single item.\n\nOtherwise it will respond with one item at a time, and the AI will only get the first item that arrives."
},
"typeVersion": 1
},
{
"id": "645ac0f9-8022-4f2c-8c6c-5aadd6cf09cc",
"name": "Note adhésive1",
"type": "n8n-nodes-base.stickyNote",
"position": [
460,
400
],
"parameters": {
"color": 7,
"width": 300,
"height": 400,
"content": "This node sends a custom HTTP Request to the Google Sheets API.\n\nFiltering by date range in the Google Sheets API is very complicated.\n\nThis node solves that problem.\n\nBut doing the same in a database is much simpler. A tool could do it without needing a sub-workflow."
},
"typeVersion": 1
},
{
"id": "14221a72-914d-4c75-866a-d64ba7f8109f",
"name": "Note adhésive2",
"type": "n8n-nodes-base.stickyNote",
"position": [
780,
400
],
"parameters": {
"color": 7,
"width": 220,
"height": 400,
"content": "The output from this complex request is also messy.\n\nSo we use some code generated by ChatGPT to transform the data into JSON objects."
},
"typeVersion": 1
},
{
"id": "f12668ea-b59d-4caf-a997-381f78b7cfe7",
"name": "Google Requête Sheets",
"type": "n8n-nodes-base.httpRequest",
"position": [
560,
640
],
"parameters": {
"url": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/gviz/tq",
"options": {},
"sendQuery": true,
"authentication": "predefinedCredentialType",
"queryParameters": {
"parameters": [
{
"name": "sheet",
"value": "Sheet1"
},
{
"name": "tq",
"value": "=SELECT * WHERE A >= DATE \"{{ $json.start_date }}\" AND A <= DATE \"{{ $json.end_date }}\""
}
]
},
"nodeCredentialType": "googleSheetsOAuth2Api"
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "YR4pbjuZM5Xs4CTD",
"name": "Google Sheets"
}
},
"typeVersion": 4.2
},
{
"id": "f59a2606-0981-43d1-9a07-b802891b9220",
"name": "Obtenir les transactions par nom de produit",
"type": "n8n-nodes-base.googleSheetsTool",
"position": [
1020,
-320
],
"parameters": {
"options": {},
"filtersUI": {
"values": [
{
"lookupValue": "={{ $fromAI(\"product_name\", \"The product name\", \"string\") }}",
"lookupColumn": "Product"
}
]
},
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit#gid=0",
"cachedResultName": "Sheet1"
},
"documentId": {
"__rl": true,
"mode": "url",
"value": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit?usp=sharing"
},
"descriptionType": "manual",
"toolDescription": "Find transactions by product.\nOur products are:\n- Widget A\n- Widget B\n- Widget C\n- Widget D"
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "YR4pbjuZM5Xs4CTD",
"name": "Google Sheets"
}
},
"typeVersion": 4.5
},
{
"id": "1ed7168c-1639-4b3b-a3b4-ed162bcef880",
"name": "Obtenir toutes les transactions",
"type": "n8n-nodes-base.googleSheetsTool",
"position": [
840,
-120
],
"parameters": {
"options": {},
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit#gid=0",
"cachedResultName": "Sheet1"
},
"documentId": {
"__rl": true,
"mode": "url",
"value": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit?usp=sharing"
},
"descriptionType": "manual",
"toolDescription": "Only use this as last resort, because it will pull all data at once."
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "YR4pbjuZM5Xs4CTD",
"name": "Google Sheets"
}
},
"typeVersion": 4.5
},
{
"id": "798453da-8a65-4d14-ae0a-778d64ab02ad",
"name": "Note adhésive3",
"type": "n8n-nodes-base.stickyNote",
"position": [
-360,
-340
],
"parameters": {
"color": 4,
"width": 320,
"height": 340,
"content": "## Some questions to try\nThere's a red button on this page that you can click to chat with the AI.\n\nTry asking it these questions:\n\n- How many refunds in January and what was the amount refunded?\n\n- How many successful sales did we have in January 2025 and what was the final income of those?\n\n- What is the most frequent reason for refunds?"
},
"typeVersion": 1
},
{
"id": "b8336f1a-3855-4247-9589-2f9aa35d211f",
"name": "Note adhésive4",
"type": "n8n-nodes-base.stickyNote",
"position": [
-780,
-340
],
"parameters": {
"color": 4,
"width": 400,
"content": "## Copy this Sheets file to your Google Drive\nhttps://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit?gid=0#gid=0"
},
"typeVersion": 1
},
{
"id": "99a55b39-965b-4454-b416-d3991f0bdfbc",
"name": "Note adhésive5",
"type": "n8n-nodes-base.stickyNote",
"position": [
940,
60
],
"parameters": {
"color": 7,
"width": 200,
"height": 140,
"content": "### 👈\nThe Calculator is a tool that allows an agent to run mathematical calculations."
},
"typeVersion": 1
},
{
"id": "7ebebf56-e065-41c4-8270-f636785b0def",
"name": "Note adhésive6",
"type": "n8n-nodes-base.stickyNote",
"position": [
-780,
-160
],
"parameters": {
"color": 4,
"width": 400,
"content": "### How to connect to Google Sheets?\nTo connect your n8n to your Google Sheets you're gonna need Google OAuth credentials\n\nSee documentation **[here](https://docs.n8n.io/integrations/builtin/credentials/google/oauth-single-service/)**"
},
"typeVersion": 1
},
{
"id": "b64df0dd-6425-4fc2-9f60-8c5a85412d61",
"name": "Note adhésive7",
"type": "n8n-nodes-base.stickyNote",
"position": [
120,
20
],
"parameters": {
"color": 7,
"width": 170,
"height": 260,
"content": "## 👆\nYou can use many models here, including the free Google Gemini options.\n\nMake sure to test it thoroughly. Some models are better for data analysis."
},
"typeVersion": 1
},
{
"id": "23c7bb52-b189-45f1-949b-ea588f065583",
"name": "Note adhésive8",
"type": "n8n-nodes-base.stickyNote",
"position": [
340,
20
],
"parameters": {
"color": 7,
"width": 150,
"height": 260,
"content": "## 👆\nThis is a short term memory. It will remember the 5 previous interactions during the chat"
},
"typeVersion": 1
},
{
"id": "6097e5a1-139b-4329-81ff-4fda16ea5221",
"name": "Mémoire tampon",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
360,
-100
],
"parameters": {},
"typeVersion": 1.3
},
{
"id": "6de4a7f2-5c58-4401-bd7c-19c5a73ba775",
"name": "Note adhésive9",
"type": "n8n-nodes-base.stickyNote",
"position": [
1160,
-320
],
"parameters": {
"color": 7,
"width": 340,
"height": 180,
"content": "The **AI Tools Agent** has access to all the tools at the same time. It uses the name and description to decide when to use each tool.\n\nNotice I'm using `$fromAI` function in all of them.\n\nSee documentations **[here](https://docs.n8n.io/advanced-ai/examples/using-the-fromai-function/)**"
},
"typeVersion": 1
},
{
"id": "a308d895-bc18-4b2c-9567-78f6c29f79e8",
"name": "Note adhésive11",
"type": "n8n-nodes-base.stickyNote",
"position": [
1160,
-120
],
"parameters": {
"color": 7,
"width": 340,
"height": 320,
"content": "## 👈 This is a special tool\nIt is used to call another workflow.\nThis concept is called sub-workflow.\n\nSee documentation [here](https://docs.n8n.io/flow-logic/subworkflows/).\n\nInstead of running a completely separate workflow, we are calling the one below.\n\nIt's contained in the same workflow, but we are using the trigger to define it will run only when called by this tool."
},
"typeVersion": 1
},
{
"id": "0a6d94bc-21e1-4949-b7f4-c93abbecf08c",
"name": "Note adhésive12",
"type": "n8n-nodes-base.stickyNote",
"position": [
120,
340
],
"parameters": {
"color": 7,
"width": 1380,
"height": 520,
"content": "# Sub-workflow\nThe AI can call this sub-workflow anytime,\nby using the **Records by date** tool.\n\nThe sub-workflow automatically return\n the result of the last executed node to the AI."
},
"typeVersion": 1
},
{
"id": "3e424615-6e49-4bd3-b066-005b9f0f773e",
"name": "Filtrer par statut",
"type": "n8n-nodes-base.filter",
"position": [
1060,
640
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "e50da873-bbbd-41d3-a418-83193907977c",
"operator": {
"type": "string",
"operation": "contains"
},
"leftValue": "={{ $json.Status }}",
"rightValue": "={{ $('When Executed by Another Workflow').item.json.status }}"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "0ad0102c-adb9-4ec9-bdf3-b1ce425b88ba",
"name": "Obtenir les transactions par statut",
"type": "n8n-nodes-base.googleSheetsTool",
"position": [
840,
-320
],
"parameters": {
"options": {},
"filtersUI": {
"values": [
{
"lookupValue": "={{ $fromAI(\"transaction_status\", \"Transaction status can be Refund, Completed or Error\", \"string\") }}",
"lookupColumn": "Status"
}
]
},
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit#gid=0",
"cachedResultName": "Sheet1"
},
"documentId": {
"__rl": true,
"mode": "url",
"value": "https://docs.google.com/spreadsheets/d/18A4d7KYrk8-uEMbu7shoQe_UIzmbTLV1FMN43bjA7qc/edit?usp=sharing"
},
"descriptionType": "manual",
"toolDescription": "Find transactions by status"
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "YR4pbjuZM5Xs4CTD",
"name": "Google Sheets"
}
},
"typeVersion": 4.5
},
{
"id": "5b80cb08-6e19-47b2-8146-c299e709a34a",
"name": "Note adhésive13",
"type": "n8n-nodes-base.stickyNote",
"position": [
820,
-540
],
"parameters": {
"color": 4,
"width": 300,
"content": "## Change the URL of the Sheets file in all the Sheets tools 👇"
},
"typeVersion": 1
},
{
"id": "ddc1351e-0ad0-480f-9742-30f2aa860d61",
"name": "Note adhésive14",
"type": "n8n-nodes-base.stickyNote",
"position": [
500,
820
],
"parameters": {
"color": 4,
"width": 260,
"height": 100,
"content": "## 👆 Change the URL of the Sheets file"
},
"typeVersion": 1
},
{
"id": "ab837a10-932f-4b14-8e2c-546077ca2c86",
"name": "Note adhésive10",
"type": "n8n-nodes-base.stickyNote",
"position": [
-780,
20
],
"parameters": {
"color": 7,
"width": 740,
"height": 580,
"content": "# Author\n\n### Solomon\nFreelance consultant from Brazil, specializing in automations and data analysis. I work with select clients, addressing their toughest projects.\n\nCurrently running the [Scrapes community](https://www.skool.com/scrapes/about?ref=21f10ad99f4d46ba9b8aaea8c9f58c34) with Simon 💪\n\nFor business inquiries, email me at automations.solomon@gmail.com\nOr message me on [Telegram](https://t.me/salomaoguilherme) for a faster response.\n\n## Check out my other templates\n### 👉 https://n8n.io/creators/solomon/\n"
},
"typeVersion": 1
},
{
"id": "e58351b3-3b18-4c03-9435-27ba853d03bb",
"name": "Note adhésive15",
"type": "n8n-nodes-base.stickyNote",
"position": [
-780,
620
],
"parameters": {
"width": 740,
"height": 180,
"content": "# Need help?\nFor getting help with this workflow, please create a topic on the community forums here:\nhttps://community.n8n.io/c/questions/"
},
"typeVersion": 1
}
],
"pinData": {},
"connections": {
"132a97a3-239c-403f-843f-55b652e3efc5": {
"main": [
[
{
"node": "3e424615-6e49-4bd3-b066-005b9f0f773e",
"type": "main",
"index": 0
}
]
]
},
"807630b4-c138-4b66-a438-fb70eab12a07": {
"ai_tool": [
[
{
"node": "699c2f89-5547-4d28-92a9-5e216aecb251",
"type": "ai_tool",
"index": 0
}
]
]
},
"6097e5a1-139b-4329-81ff-4fda16ea5221": {
"ai_memory": [
[
{
"node": "699c2f89-5547-4d28-92a9-5e216aecb251",
"type": "ai_memory",
"index": 0
}
]
]
},
"52a26e43-12a5-4b4a-a224-d70cdabf6aaf": {
"ai_tool": [
[
{
"node": "699c2f89-5547-4d28-92a9-5e216aecb251",
"type": "ai_tool",
"index": 0
}
]
]
},
"3e424615-6e49-4bd3-b066-005b9f0f773e": {
"main": [
[
{
"node": "e1811519-8699-4243-8c64-0db1ab26004d",
"type": "main",
"index": 0
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}Foire aux questions
Comment utiliser ce workflow ?
Copiez le code de configuration JSON ci-dessus, créez un nouveau workflow dans votre instance n8n et sélectionnez "Importer depuis le JSON", collez la configuration et modifiez les paramètres d'authentification selon vos besoins.
Dans quelles scénarios ce workflow est-il adapté ?
Avancé - Ventes, Finance, Produit, Intelligence Artificielle
Est-ce payant ?
Ce workflow est entièrement gratuit et peut être utilisé directement. Veuillez noter que les services tiers utilisés dans le workflow (comme l'API OpenAI) peuvent nécessiter un paiement de votre part.
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Informations sur le workflow
Niveau de difficulté
Avancé
Nombre de nœuds29
Catégorie4
Types de nœuds13
Description de la difficulté
Auteur
Solomon
@solomonFreelance consultant from Brazil, specializing in automations and data analysis. I work with select clients, addressing their toughest projects. For business inquiries, email me at automations.solomon@gmail.com or message me on Telegram for a faster response.
Liens externes
Voir sur n8n.io →
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