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I already run n8n for internal automations and now I want to push it further by wiring up AI-powered customer service agents. The goal is to design flows that let a single agent work seamlessly across our website chat widget, email inbox, and social-media DMs, using the same knowledge base and conversation memory everywhere. Here is what I need: • A set of n8n workflows that spin up an automated customer-service agent, connect it to our chat, email, and social channels, and switch context correctly between them. • Skill modules for the agent to 1) answer FAQs, 2) process and confirm orders, and 3) identify, categorise, and resolve complaints—or hand them off to a human when confidence drops. • Clear instructions on how to add new intents, update training data, and maintain the flows. Please build and test everything inside n8n (self-hosted) using whichever LLM, vector store, or plug-ins you feel are best; just keep the stack open-source or easily swappable. I’ll consider this complete once I can see a live demo handling the three task categories above on all three channels, along with exportable n8n JSON so I can import it straight into production.
Project ID: 40611141
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320 freelancers are bidding on average $1,014 AUD for this job

Hi, I see you want your customer service agents to work smoothly across multiple channels using just one system. It’s a smart move to keep everything in one place so conversations stay connected. I will set up the workflows to connect chat, email, and social media, and develop modules that handle FAQs, order processing, and complaints. Is your current knowledge base structured to easily update or add new customer intents? Let’s chat more about building a plan that grows with your needs. Regards, Nick. Also, I loved what you did with the ticketing and fleet management projects, they show strong process flow.
$750 AUD in 6 days
9.4
9.4

Hi, this is a very good fit since you already have n8n running and need the next layer built properly rather than patched together. I can set up the customer service agent flows across website chat, email, and social DMs with shared knowledge/context, plus the FAQ, order handling, and complaint/handoff modules you listed. I will keep the stack open and swappable, test it inside your self-hosted n8n, and provide clean exportable JSON with instructions for future updates. If you want, I can also structure it so adding new intents later stays straightforward.
$1,320 AUD in 16 days
9.4
9.4

Hello, Having extensive experience in web development and design, my team at Our Software is equipped with the skillset needed to execute your project with precision. Speaking specifically to your needs, our proficiency lies in C# programming and PHP which will prove invaluable in building the n8n workflows you require for your automated customer service agents. We understand the importance of a seamless and consistent experience for both your agents and customers across various channels. As such, we promise to deliver on designing intricate workflows that adeptly connect your chat, email, and social channels while ensuring a reliable context switch between them. We also have a great deal of experience with knowledge bases that will be necessary for the single agent approach you desire. Most excitingly, our knowledge in open-source technologies like n8n makes us the perfect fit for this project. We assure you an exceptional delivery that includes clear instructions on how to add new intents, update training data, and maintain the flows - while utilizing LLM, vector store or plugins as best suited for you. Seeing a live demo of our work handling all tasks satisfactorily on all channels accompanied by exportable n8n JSON files would be our priority." Thanks!
$850 AUD in 8 days
8.6
8.6

Hi there, I understand you’re already using n8n internally and now want to extend it with AI-powered customer service agents that operate consistently across multiple channels. I’ll design modular, maintainable n8n workflows that integrate LLMs (like OpenAI or Anthropic) for natural conversation handling, while preserving your existing infrastructure. I’ll focus on three core capabilities: 1) routing incoming messages (email, webhooks, Slack, etc.) to the right agent logic, 2) enriching context using your CRM or database via n8n’s native nodes or custom HTTP/DB integrations, and 3) generating accurate, brand-aligned responses with fallbacks for uncertain queries. Since you use n8n daily, I’ll avoid over-engineering — instead, I’ll leverage n8n’s strengths (error handling, credentials management, expressions) and add lightweight custom code only where needed (e.g., preprocessing in Node-RED-style function nodes or small Python/JS snippets — no C#/Java/PHP bloat unless your stack specifically requires it). All flows will be documented, versioned, and tested with real sample interactions so you can iterate confidently. Best Regards, Khorshed Alam, RS Software
$1,020 AUD in 7 days
9.5
9.5

I can help with this, Hi, I will build your n8n customer service agent workflows covering all three channels (chat widget, email, social DMs) with shared conversation memory and a unified knowledge base. The agent will handle FAQ answering, order processing, and complaint categorization with a confidence threshold that triggers human handoff automatically. On a similar multi-channel n8n setup, keeping one shared vector store instead of per-channel copies eliminated sync issues entirely. I will structure yours the same way. Questions: 1) Which LLM are you leaning toward (OpenAI API, local Ollama, etc.), or is that fully open? 2) What platforms are the social DMs on: Instagram, Facebook Messenger, both? Share your current n8n version and knowledge base format, and I will map out the workflow architecture today. Looking forward to your response. Best regards, Kamran
$858 AUD in 13 days
8.6
8.6

Hi — Elias here from Miami. I understand you're looking to enhance your existing n8n setup with AI-powered customer service agents. This can improve workflows, but it comes with challenges. What usually matters most here is ensuring the AI integration aligns with your current automations. A common issue in systems like this is managing workflow complexity, especially with AI. The tricky part is establishing reliable communication between the AI models and n8n while ensuring performance and scalability. My approach would start with analyzing your current n8n workflows to identify integration points for the AI agents. I would focus on creating a modular architecture that allows for easy updates and future expansions, ensuring you can adapt as your needs evolve. Having worked on similar automation projects, I’ve navigated the intricacies of integrating AI into existing systems. This experience helps me foresee potential pitfalls and address them proactively. A few questions to better understand the scope: Q1 – What specific AI functionalities are you aiming to implement? Q2 – Are there existing workflows that need special attention during integration? Q3 – What are your expectations regarding user roles and permissions for the AI agents? Happy to go through the details and suggest the best technical approach. Looking forward to hearing from you.
$1,200 AUD in 6 days
8.5
8.5

Hi, To design flows for AI-powered customer service agents, I can create n8n workflows that connect chat, email, and social media. I have experience with n8n and AI integrations, having built similar systems for automated customer support. I will first analyze your current setup, then design workflows for FAQs, order processing, and complaint handling. I will ensure seamless context switching and provide clear instructions for future updates. How do you prefer to handle the training data updates? I invite you to chat further about your needs and how I can help.
$800 AUD in 3 days
8.2
8.2

As the developer behind several successful websites utilizing Magento, WordPress, and Shopify, I bring a diverse skill set that perfectly aligns with your project needs. My knowledge of PHP, especially when combined with my understanding of n8n integration and automation, ensures that I can create a powerful and efficient workflow system for your customer service agents. Not only will my work be self-contained within n8n, but I'll also provide you with clear instructions on how to update and maintain the flows yourself. Moreover, my experience in using plugin/extension development to enhance functionality closely mirrors your project requirements. I've previously worked on tasks such as answering FAQs, order processing, and complaint resolution - all of which will be valuable for building your AI-powered customer service agent. Lastly, I appreciate and respect your need for an open-source or easily swappable stack. This is something I am more than happy to provide; adapting to new technologies is what keeps me sharp and excited about my work. Let's collaborate to build an exceptional customer service agent that caters to your unique needs while staying aligned with the demands of your business!
$1,125 AUD in 7 days
8.1
8.1

Hi, I can help design and implement n8n workflows to create a seamless AI-powered agent that integrates your chat, email, and social media channels. I will build workflows for FAQ handling, order processing, and complaint resolution, ensuring smooth context switching. I’ll also provide detailed documentation for adding new intents and updating training data. With over 5+ years of experience in automation and workflow optimization, I am confident I can deliver a live demo with exportable n8n JSON you can utilize straight into production. Let’s get started and enhance your customer service experience! Best Regards, Priyanka
$750 AUD in 7 days
8.4
8.4

SURELY, I CAN START IMMEDIATELY I have built AI-powered n8n automations integrating LLMs, vector databases, chatbots, email workflows, and CRM systems. I can create intelligent customer service agents with shared conversation memory across chat, email, and social channels, implement FAQ, order processing, and complaint handling workflows, and deliver fully documented, production-ready n8n JSON files. I will share similar AI automation work in chat. Thanks!! Parminder
$1,125 AUD in 7 days
8.2
8.2

Hi, I have strong experience with **n8n automation, AI/LLM integrations, and workflow development** and can build a scalable AI-powered customer support system for your self-hosted n8n environment. I'll create modular n8n workflows that connect your website chat, email, and social media channels to a unified AI agent with shared conversation memory and a centralized knowledge base. The solution will handle FAQs, order processing, complaint resolution, and intelligent human handoff when confidence is low. Everything will be thoroughly tested, delivered as importable n8n JSON workflows, and accompanied by clear documentation on updating intents, training data, and maintaining the system. I'm ready to start immediately and deliver a production-ready, flexible solution using open-source or easily replaceable AI components. **Best regards,** **Muhammad Rizwan LA**
$1,125 AUD in 7 days
8.2
8.2

As an accomplished freelancer with skills in C# programming and PHP, I am well-suited for building and implementing the n8n workflows that wire up automated customer service agents. Having worked with large companies before, I understand the significance of streamlined customer service operations and the importance of using open-source or easily swappable software stacks. My expertise in full-stack web development and software architecture will prove invaluable as we build a customer service solution that will involve several channels such as chat widgets, email inboxes, and social media DMs while maintaining a unified knowledge base and conversation memory across all platforms. In addition to the technical aspects, I also prioritize clear communication. I intend to provide you not only with a robust final product that matches your precise requirements but with step-by-step instructions on how to add new intents, update training data, and maintain flows. Let me impress you by designing tailored solutions that dazzle and inspire; make effective use of my limitless passion for my work by allowing me to take on your project.
$1,125 AUD in 7 days
8.2
8.2

Your n8n setup can be extended into one unified customer-service layer rather than three disconnected bots. I will build self-hosted n8n workflows that normalize messages from the website widget, email inbox, and selected social DMs into a single conversation model, preserving customer identity, channel context, and shared memory across handoffs. The agent will use a swappable LLM provider and an open-source-friendly vector store/knowledge base, with retrieval grounded in your FAQ and operational content. I will create separate, maintainable skill routes for FAQ responses, order lookup/processing and confirmation, plus complaint detection, categorization, resolution guidance, and human escalation when confidence or policy thresholds are not met. Each flow will include audit logging, error handling, channel-specific reply formatting, and safeguards to avoid unsupported order actions. I will test the three scenarios end-to-end on every connected channel, provide an importable n8n JSON package, and include practical documentation for adding intents, refreshing training content, changing models, and maintaining credentials/workflows. With 10+ years in AI integrations, APIs, PHP/Node/Python systems, and automation, I can make this production-ready while keeping the stack portable. Which social-media DM channel should be included in the first live demo—Instagram, Facebook Messenger, or another one? Muhammad Saad
$750 AUD in 5 days
7.8
7.8

Hi, I’m a senior engineer with 20+ years building production systems, including AI integrations and workflow automations, and I’ve implemented similar n8n agents before. I’ll design the workflows in your self-hosted n8n, using open-source components—LLM, vector store, and plugins—to connect the chat widget, email inbox, and social DMs under a single conversation context. The agent will handle FAQs with a knowledge base, process orders via form validation, and route complaints based on confidence scores, escalating to human review when needed. I’ll test the flows end-to-end, ensure context switching works across channels, and provide a JSON export for direct import into your instance. You’ll get a live demo of all three task categories functioning smoothly before final delivery. I can start immediately.
$800 AUD in 10 days
7.8
7.8

Hello Greetings, After reviewing your project description, I feel confident and excited to work on this project for you. But I have some crucial things and queries to clear up. Please leave a message on chat so we can discuss this, and I can share my recent work similar to your requirements. Thanks for your time! I look forward to hearing from you soon. Best Regards.
$1,500 AUD in 21 days
8.0
8.0

Hi, you already have self-hosted n8n in place, which makes this a workflow architecture problem more than a greenfield AI build, and that is usually where these systems either become maintainable or brittle. The real engineering risk is cross-channel state management: keeping memory, intent, and handoff behavior consistent when the same customer moves between chat, email, and DMs. I've built several production systems like this where the hard part is not generating answers, but controlling routing, context boundaries, and failure behavior. I usually structure these as separate layers for intake, memory lookup, task execution, and escalation so each channel stays thin and the business logic stays reusable inside n8n. I would typically design one shared agent core with channel-specific adapters, then isolate FAQ retrieval, order actions, and complaint resolution into separate skill paths. That keeps the stack swappable and makes new intents easier to add without rewriting the whole flow. For reliability, I recommend confidence thresholds, explicit escalation rules, conversation memory scoped by customer identity, and clear evaluation cases for channel switching and order confirmation. If useful, I can sketch the agent flow and state model first, then map it into exportable n8n JSON. Thanks, Hercules
$1,500 AUD in 7 days
7.6
7.6

I'll build the full n8n AI customer service agent — unified workflows connecting your chat widget, email inbox, and social DMs to the same knowledge base and conversation memory, with skill modules for FAQ answering, order processing, and complaint handling with confident human handoff logic. Exportable n8n JSON ready to import straight into your self-hosted production instance, plus clear instructions for adding new intents and updating training data. Let's talk over chat or hop on a call to discuss further.
$1,400 AUD in 3 days
7.7
7.7

Hi, Your project aligns perfectly with our expertise in n8n, AI agents, LLM integrations, and workflow automation. We have experience building intelligent, multi-channel AI assistants that automate customer support while maintaining context across different communication platforms. We'll design and implement a scalable self-hosted n8n solution that connects your website chat, email, and social media channels into a unified AI customer service agent. The agent will leverage a shared knowledge base, conversation memory, and modular workflows to answer FAQs, process and confirm orders, intelligently categorize and resolve complaints, and seamlessly hand conversations to human agents whenever confidence is low. We'll use an open and flexible stack with LLMs (OpenAI/Ollama), vector databases, and easily swappable components, ensuring long-term maintainability without vendor lock-in. Every workflow will be thoroughly tested and delivered as exportable n8n JSON, along with clear documentation explaining how to add new intents, update knowledge sources, and extend the automation. With 15+ years of software development experience and strong expertise in AI automation, we're confident in delivering a production-ready solution that is reliable, scalable, and easy to maintain. We'd be happy to demonstrate similar AI automation projects and discuss the best architecture for your environment. Looking forward to working with you! Abhishek
$1,125 AUD in 7 days
8.4
8.4

⭐⭐⭐⭐⭐ Create AI-Powered Customer Service Workflows with n8n ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project needs and see you are looking for expert help with AI customer service agents. Look no further; Zohaib is here to assist you! My team has successfully completed 50+ similar projects for automation and customer service solutions. I will create workflows in n8n that connect chat, email, and social media, ensuring a seamless experience for your customers. ➡️ Why Me? I can easily build your automated customer service agent with 5 years of experience in workflow automation, AI integration, and customer engagement. My expertise includes creating efficient workflows, managing data, and developing user-friendly interfaces. Additionally, I have a strong grip on open-source tools and AI technologies that will enhance your project. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. Looking forward to discussing this with you in chat. ➡️ Skills & Experience: ✅ n8n Workflows ✅ AI Integration ✅ Customer Service Automation ✅ Data Management ✅ Workflow Design ✅ API Connections ✅ FAQ Handling ✅ Order Processing ✅ Complaint Resolution ✅ LLM Implementation ✅ Training Data Management ✅ Social Media Integration Waiting for your response! Best Regards, Zohaib
$900 AUD in 2 days
8.0
8.0

Hi there, I understand you need a unified AI customer service agent built in n8n. The system will operate by ingesting queries from your website chat, email, and social DMs into a central routing workflow. This router will identify the user, fetch their conversation history, and use an LLM to dispatch the request to the correct skill module: FAQ, Order Processing, or Complaint Resolution. This ensures consistent, context-aware responses from a single knowledge base, with a clear handoff protocol for human agents when AI confidence is low. Technical approach: We'll build a main n8n workflow with dedicated trigger nodes (Webhook, Email, Social APIs). We will use modular sub-workflows for each agent skill. For the knowledge base, a local, swappable vector store like ChromaDB is ideal. We can use Ollama to run a local LLM like Llama 3 or connect to an API like Claude for core logic. Core modules: A multi-channel ingestion router, a user context manager for persistent conversation memory, an LLM-based intent classifier, a RAG pipeline for FAQs, an API integration module for order management, and a complaint analysis module with configurable human escalation triggers. Relevant systems: We recently built a production AI Chatbot Backend in n8n handling intent recognition, conversation memory, and uncertainty. Our AI-Driven Sales Call Automation system also uses n8n for complex outcome classification and integrating with communication APIs (VAPI, Gmail). We will build the FAQ skill and web chat integration first to validate the core RAG pipeline. Next, we will add the order and complaint modules, followed by integrating the remaining channels. Each stage will be fully tested before delivering the final commented JSON workflows and maintenance guide. Regards, Rohit
$750 AUD in 12 days
8.2
8.2

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