AIマーケティングチーム

上級

これはContent Creation, Multimodal AI分野の自動化ワークフローで、25個のノードを含みます。主にSet, Switch, Telegram, Agent, TelegramTriggerなどのノードを使用。 TelegramでGPT-4とAIツールを使って音声インストラクションでマーケティングコンテンツを作成する

前提条件
  • Telegram Bot Token
  • OpenAI API Key
ワークフロープレビュー
ノード接続関係を可視化、ズームとパンをサポート
ワークフローをエクスポート
以下のJSON設定をn8nにインポートして、このワークフローを使用できます
{
  "id": "7LI7szVWjgxuYSD2",
  "meta": {
    "instanceId": "95e5a8c2e51c83e33b232ea792bbe3f063c094c33d9806a5565cb31759e1ad39",
    "templateCredsSetupCompleted": true
  },
  "name": "AI Marketing Team",
  "tags": [],
  "nodes": [
    {
      "id": "243cc16f-a8ca-4e9f-8d8a-6e48d2c1796f",
      "name": "GPT 4.1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenRouter",
      "position": [
        -180,
        200
      ],
      "parameters": {
        "model": "openai/gpt-4.1",
        "options": {}
      },
      "credentials": {
        "openRouterApi": {
          "id": "1dQlOKKWiigrH9O9",
          "name": "OpenRouter account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "b46f6e9a-9719-4540-9aa6-23da285e89f2",
      "name": "画像作成",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        780,
        200
      ],
      "parameters": {
        "name": "createImage",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "lsZTPeThp35cB3Hs",
          "cachedResultName": "Create Image"
        },
        "description": "Call this tool to create an image. ",
        "workflowInputs": {
          "value": {
            "chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
            "imageTitle": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('imageTitle', `The title of the image. Should be no more than 4 words.`, 'string') }}",
            "imagePrompt": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('imagePrompt', `The image requested by the user`, 'string') }}"
          },
          "schema": [
            {
              "id": "imageTitle",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "imageTitle",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "imagePrompt",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "imagePrompt",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "chatID",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "chatID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2.1
    },
    {
      "id": "9856dbc9-1904-422e-8dfa-f84e210b1edc",
      "name": "Telegram",
      "type": "n8n-nodes-base.telegram",
      "position": [
        1160,
        -140
      ],
      "webhookId": "fbdb3bd7-490b-4d3e-961e-e2d398294649",
      "parameters": {
        "text": "={{ $json.output }}",
        "chatId": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
        "additionalFields": {
          "appendAttribution": false
        }
      },
      "credentials": {
        "telegramApi": {
          "id": "9jQWan3cOz3tE62s",
          "name": "Telegram account 2"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "3c80151c-dc63-4981-8136-15f5e16a647f",
      "name": "シンプルメモリ",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        100,
        200
      ],
      "parameters": {
        "sessionKey": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
        "sessionIdType": "customKey"
      },
      "typeVersion": 1.3
    },
    {
      "id": "ae38e1af-dc55-48cf-9be2-7439a592453d",
      "name": "画像編集",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        940,
        200
      ],
      "parameters": {
        "name": "editImage",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "nMBpMe21l4gDEjOI",
          "cachedResultName": "Edit Image"
        },
        "description": "Call this tool to edit an image.",
        "workflowInputs": {
          "value": {
            "image": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('image', `The title of the image the user wants to edit`, 'string') }}",
            "chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
            "request": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('request', `The edit the user wants to make to the image`, 'string') }}",
            "pictureID": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('pictureID', `The ID of the image to edit`, 'string') }}"
          },
          "schema": [
            {
              "id": "image",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "image",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "request",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "request",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "chatID",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "chatID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "pictureID",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "pictureID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2.1
    },
    {
      "id": "e1b30c8b-b081-4689-97fb-22733fbac6a7",
      "name": "画像検索",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        1180,
        200
      ],
      "parameters": {
        "name": "searchImages",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "zDYAKGCIEChJa1JH",
          "cachedResultName": "Search Images"
        },
        "description": "Call this tool to search the image database.",
        "workflowInputs": {
          "value": {
            "image": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('image', `The image title`, 'string') }}",
            "chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
            "intent": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('intent', `The intent of the user. This can either be \"Get\" or \"Edit\"`, 'string') }}"
          },
          "schema": [
            {
              "id": "intent",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "intent",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "image",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "image",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "chatID",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "chatID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2.1
    },
    {
      "id": "c8d4ca3f-591e-4751-91ff-3aa6714e893f",
      "name": "ブログ投稿",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        600,
        200
      ],
      "parameters": {
        "name": "blogPost",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "sS2JMp5z7YiqtJpa",
          "cachedResultName": "Blog Post"
        },
        "description": "Call this tool to create a blog post using a topic and a target audience.",
        "workflowInputs": {
          "value": {
            "chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
            "blogTopic": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('blogTopic', `The topic of the blog.`, 'string') }}",
            "targetAudience": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('targetAudience', `The target audience for the blog.`, 'string') }}"
          },
          "schema": [
            {
              "id": "blogTopic",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "blogTopic",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "targetAudience",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "targetAudience",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "chatID",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "chatID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2.1
    },
    {
      "id": "ac099456-afcf-4c32-8d2d-cf9162932ce5",
      "name": "付箋",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        600,
        -300
      ],
      "parameters": {
        "width": 460,
        "height": 400,
        "content": "# Marketing Team"
      },
      "typeVersion": 1
    },
    {
      "id": "93e30328-9637-411f-bb0d-1c5e9cc207e1",
      "name": "LinkedIn 投稿",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        440,
        200
      ],
      "parameters": {
        "name": "linkedinPost",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "RgUBWsswXoQsX2tI",
          "cachedResultName": "LinkedIn Post"
        },
        "description": "Call this tool to create a LinkedIn post using a topic and a target audience.",
        "workflowInputs": {
          "value": {
            "chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
            "postTopic": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('postTopic', `The topic of the LinkedIn post`, 'string') }}",
            "targetAudience": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('targetAudience', `The target audience of the LinkedIn post`, 'string') }}"
          },
          "schema": [
            {
              "id": "postTopic",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "postTopic",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "targetAudience",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "targetAudience",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "chatID",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "chatID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2.1
    },
    {
      "id": "a3451421-dcc6-4643-94a4-f4b187dbb70b",
      "name": "テキスト設定",
      "type": "n8n-nodes-base.set",
      "position": [
        320,
        -60
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "fe7ecc99-e1e8-4a5e-bdd6-6fce9757b234",
              "name": "text",
              "type": "string",
              "value": "={{ $json.message.text }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "cd462755-96a8-4ca2-a3a8-77e85e83f024",
      "name": "音声ファイルダウンロード",
      "type": "n8n-nodes-base.telegram",
      "position": [
        240,
        -220
      ],
      "webhookId": "c0b376b1-7b63-41b6-8063-0b3096b8333d",
      "parameters": {
        "fileId": "={{ $json.message.voice.file_id }}",
        "resource": "file"
      },
      "credentials": {
        "telegramApi": {
          "id": "9jQWan3cOz3tE62s",
          "name": "Telegram account 2"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "26f7a215-90a0-4719-a7a2-fbfba550277b",
      "name": "音声文字起こし",
      "type": "@n8n/n8n-nodes-langchain.openAi",
      "position": [
        400,
        -220
      ],
      "parameters": {
        "options": {},
        "resource": "audio",
        "operation": "transcribe"
      },
      "credentials": {
        "openAiApi": {
          "id": "WnxUhaEPMn5hIsEp",
          "name": "Demo 4/2"
        }
      },
      "typeVersion": 1.6
    },
    {
      "id": "3c795fe4-9c50-4b1d-a43e-2b9d36746a39",
      "name": "スイッチ",
      "type": "n8n-nodes-base.switch",
      "position": [
        -20,
        -140
      ],
      "parameters": {
        "rules": {
          "values": [
            {
              "outputKey": "Voice",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "operator": {
                      "type": "string",
                      "operation": "exists",
                      "singleValue": true
                    },
                    "leftValue": "={{ $json.message.voice.file_id }}",
                    "rightValue": ""
                  }
                ]
              },
              "renameOutput": true
            },
            {
              "outputKey": "Text",
              "conditions": {
                "options": {
                  "version": 2,
                  "leftValue": "",
                  "caseSensitive": true,
                  "typeValidation": "strict"
                },
                "combinator": "and",
                "conditions": [
                  {
                    "id": "8c844924-b2ed-48b0-935c-c66a8fd0c778",
                    "operator": {
                      "type": "string",
                      "operation": "exists",
                      "singleValue": true
                    },
                    "leftValue": "={{ $json.message.text }}",
                    "rightValue": ""
                  }
                ]
              },
              "renameOutput": true
            }
          ]
        },
        "options": {}
      },
      "typeVersion": 3.2
    },
    {
      "id": "12bb0833-769d-4592-af4d-fa335c6e84ab",
      "name": "Telegram トリガー",
      "type": "n8n-nodes-base.telegramTrigger",
      "position": [
        -160,
        -140
      ],
      "webhookId": "99eab1a0-569d-4f0f-a49e-578a02abfe63",
      "parameters": {
        "updates": [
          "message"
        ],
        "additionalFields": {}
      },
      "credentials": {
        "telegramApi": {
          "id": "9jQWan3cOz3tE62s",
          "name": "Telegram account 2"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "cd9f9d75-e1bf-4279-b733-3339fb383536",
      "name": "付箋1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -220,
        -300
      ],
      "parameters": {
        "color": 6,
        "width": 360,
        "height": 400,
        "content": "# Trigger\n"
      },
      "typeVersion": 1
    },
    {
      "id": "97967485-58d3-4f7e-b879-c0895721fd99",
      "name": "付箋2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        240,
        120
      ],
      "parameters": {
        "color": 5,
        "width": 480,
        "height": 220,
        "content": "# Content Creation"
      },
      "typeVersion": 1
    },
    {
      "id": "5c76b653-8a55-4c6d-b335-35185944a48b",
      "name": "付箋3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        740,
        120
      ],
      "parameters": {
        "color": 3,
        "width": 320,
        "height": 220,
        "content": "# Image Creation"
      },
      "typeVersion": 1
    },
    {
      "id": "079a7833-0fff-4fd3-81d1-9d112b432e24",
      "name": "付箋4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1080,
        120
      ],
      "parameters": {
        "color": 4,
        "width": 300,
        "height": 220,
        "content": "# Image Database"
      },
      "typeVersion": 1
    },
    {
      "id": "60b95e09-119e-4477-99cb-a5629ef4965a",
      "name": "付箋5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1080,
        -300
      ],
      "parameters": {
        "color": 6,
        "width": 300,
        "height": 400,
        "content": "# Response\n\n"
      },
      "typeVersion": 1
    },
    {
      "id": "65a7791a-7d13-4dff-b532-8576692a9ffa",
      "name": "付箋6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -220,
        120
      ],
      "parameters": {
        "color": 2,
        "width": 440,
        "height": 220,
        "content": "# Brain\n\n"
      },
      "typeVersion": 1
    },
    {
      "id": "6c35946c-e517-40f2-8d96-7b0f391dcb3c",
      "name": "付箋7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        160,
        -300
      ],
      "parameters": {
        "color": 7,
        "width": 420,
        "height": 400,
        "content": "# Voice or Text"
      },
      "typeVersion": 1
    },
    {
      "id": "5137d58b-d6d9-4877-9d95-6d4cf870d09f",
      "name": "動画",
      "type": "@n8n/n8n-nodes-langchain.toolWorkflow",
      "position": [
        280,
        200
      ],
      "parameters": {
        "name": "video",
        "workflowId": {
          "__rl": true,
          "mode": "list",
          "value": "7HwL0nnjhjdXJ3FY",
          "cachedResultName": "Faceless Video"
        },
        "description": "Call this tool to create a video.",
        "workflowInputs": {
          "value": {
            "chatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
            "videoTopic": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('videoTopic', `The topic of the video`, 'string') }}"
          },
          "schema": [
            {
              "id": "videoTopic",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "videoTopic",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "chatID",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "chatID",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        }
      },
      "typeVersion": 2.1
    },
    {
      "id": "13aea3f4-b9b0-4f14-9d68-06baee17bea5",
      "name": "マーケティングチームエージェント",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        700,
        -140
      ],
      "parameters": {
        "text": "={{ $json.text }}",
        "options": {
          "systemMessage": "=# Overview\nYou are a marketing team AI agent. Your job is to help the user create and edit images based on the request, or create content.\n\n## Tools\ncreateImage - Use this to create an image. Send the requested image prompt to this tool.\neditImage - Use this to edit an image. The user might also say \"make\" rather than \"edit\".\nImage Database - Use this to search the image database. \nblogPost - Use this to create a blog post.\nlinkedinPost - Use this to create a LinkedIn post.\nvideo - Use this tool to create a video.\nThink - Use this if you need help making a decision.\n\n## Instructions\n- If the user asks to 'edit that image' or 'make that...', this indicates they want to edit the last image in the database, the most recent one.\n- If the user requests a blog post or LinkedIn post, use the \"blogPost\" or \"linkedinPost\" tool and output: \"Here's that post you requested. Hope you enjoy it.\"\n\n## Output\n- Make sure to return the image link as a clickable link\n\n"
        },
        "promptType": "define"
      },
      "typeVersion": 1.9
    },
    {
      "id": "7642374d-7e12-4f7d-be49-d74bc85932e5",
      "name": "思考",
      "type": "@n8n/n8n-nodes-langchain.toolThink",
      "position": [
        -40,
        200
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "b7c8b7b9-b25d-4f20-8713-3013d2955b9d",
      "name": "付箋8",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -800,
        -300
      ],
      "parameters": {
        "width": 560,
        "height": 1000,
        "content": "# 📋 Setup Guide  \n**Author: [Muhammad Ashar Ishfaq(https://www.linkedin.com/in/muhammad-ashar-ishfaq/)**\n---\n### ✅ First Steps\n1. **Import the following workflows** into your n8n environment:\n   - Video\n   - LinkedIn Post\n   - Blog Post\n   - Create Image\n   - Edit Image\n   - Search Images\n\n2. **Link all workflows** together appropriately.\n   - Make sure that the tools the Marketing Team Agent uses are correctly linked to these workflows.\n   - Rename workflows as needed to fit your naming system.\n---\n\n### 🔗 Credentials to Connect\n- **[Telegram Credential](https://telegram.org/)** (for outbound/inbound communication)\n- **[OpenRouter](https://openrouter.ai/) Credential** (for AI requests)\n- **[Tavily](https://tavily.com/) Credential** (for research inside LinkedIn Post and Blog Post workflows)\n---\n\n### 🔑 API Keys to Configure\nInside the **Video Workflow**:\n- **[PiAPI](https://piapi.ai/) API Key** (for video generation)\n- **[Runway](https://runwayml.com/) API Key** (for video processing)\n- **[ElevenLabs](https://elevenlabs.io/) API Key** (for voice generation)\n\nInside the **LinkedIn Post** and **Blog Post Workflows**:\n- **[Tavily](https://tavily.com/) API Key** (for research assistance)\n---\n\n### 📄 Templates to Download and Connect\n- **[Creatomate](https://creatomate.com/) Image Template**  \n  → Download from the Free Skool Community\n\n- **[Google Sheets Log Template](https://docs.google.com/spreadsheets/d/1wQxM9cAwewCigPH22KDidMu_i9j_dx4MHEa5rmJiw5I/edit?usp=sharing)**  \n  → Connect it to your n8n Google Sheets node to track content outputs.\n---\n\nMake sure all credentials, APIs, and templates are properly set before running the full system!\n"
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よくある質問

このワークフローの使い方は?

上記のJSON設定コードをコピーし、n8nインスタンスで新しいワークフローを作成して「JSONからインポート」を選択、設定を貼り付けて認証情報を必要に応じて変更してください。

このワークフローはどんな場面に適していますか?

上級 - コンテンツ作成, マルチモーダルAI

有料ですか?

このワークフローは完全無料です。ただし、ワークフローで使用するサードパーティサービス(OpenAI APIなど)は別途料金が発生する場合があります。

ワークフロー情報
難易度
上級
ノード数25
カテゴリー2
ノードタイプ11
難易度説明

上級者向け、16ノード以上の複雑なワークフロー

作成者
Muhammad Ashar

Muhammad Ashar

@ashar0086

Hi There! I help business owners and entrepreneurs 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞 𝐭𝐡𝐞𝐢𝐫 𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧𝐬 using AI, smart workflows, and scalable systems—without needing a team of engineers. If you've ever said "𝐈 𝐰𝐢𝐬𝐡 𝐭𝐡𝐢𝐬 𝐩𝐚𝐫𝐭 𝐨𝐟 𝐦𝐲 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐣𝐮𝐬𝐭 𝐫𝐚𝐧 𝐢𝐭𝐬𝐞𝐥𝐟" that's exactly what I build. I combine hands-on engineering experience with deep AI/ML expertise to turn your biggest bottlenecks into automated breakthroughs. 𝐍𝐨𝐭 𝐬𝐮𝐫𝐞 𝐰𝐡𝐚𝐭 𝐩𝐚𝐫𝐭𝐬 𝐨𝐟 𝐲𝐨𝐮𝐫 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐜𝐚𝐧 𝐛𝐞 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞𝐝? Message me Let's build yours.

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