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I already have a working chatbot and chat system written in Python; now I want to transform it into a full-fledged customer-service agent. Its core jobs are clear: answer FAQs, process orders, and handle complaints or return requests. All of this must work seamlessly inside both my website and our upcoming mobile app. What I need from you • Review and refactor the existing Python codebase so it is clean, modular, and ready for production. • Strengthen the NLP logic so common customer questions are recognised reliably and routed to the right action. • Integrate order-processing and ticketing endpoints (they are REST/JSON) so the bot can create, update, and close orders or complaint cases. • Package the finished bot as an easily embeddable web widget plus a lightweight SDK or API for the mobile app (iOS and Android). • Provide concise documentation: install steps for my Ubuntu server, environment variables, webhooks, and a quick test script for each function. Acceptance criteria 1. FAQ replies return correct answers from my knowledge base 95 % of the time in the supplied test set. 2. Orders placed through the bot appear in the backend dashboard with accurate customer data. 3. Complaints or return requests create a help-desk ticket and return a confirmation number to the user. 4. A single conversation thread follows the user across web and app. 5. Deployment guide lets me spin the system up on a clean server in under 20 minutes. Tools you are free to use include FastAPI, Flask, or any other Python web framework, plus standard libraries for HTTP requests, NLP, and webhook handling—as long as the final solution remains Python-based. If this sounds straightforward to you, let’s get started.
Project ID: 40707363
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138 freelancers are bidding on average $150 USD for this job

⭐⭐⭐⭐⭐ Transform Your Chatbot into a Customer Service Agent ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project needs and see you're looking to enhance your existing chatbot. Look no further; Zohaib is here to help you! My team has successfully completed over 50 similar projects for customer service chatbots. I’ll review and refactor your current Python code to ensure it’s clean and ready for production. I will also enhance the NLP logic so it accurately answers customer questions and integrates order processing seamlessly. ➡️ Why Me? I can easily enhance your chatbot as I have 5 years of experience in Python development, focusing on NLP, API integration, and automation. My expertise includes coding, debugging, and creating user-friendly applications. Additionally, I have a strong grip on relevant technologies like FastAPI and Flask, ensuring a robust solution for your project. ➡️ Let's have a quick chat to discuss your project in detail. I can provide samples of my previous work that demonstrate my skills. Looking forward to connecting with you! ➡️ Skills & Experience: ✅ Python Development ✅ Natural Language Processing ✅ API Integration ✅ Chatbot Development ✅ Code Refactoring ✅ Web Widget Creation ✅ Documentation Writing ✅ Order Processing ✅ Ticketing Systems ✅ Debugging ✅ User Experience Design ✅ Mobile App SDK Development Waiting for your response! Best Regards, Zohaib
$150 USD in 2 days
8.1
8.1

Hi, I can see the hidden pressure here: the bot already works, but it now needs to behave like a real customer-service agent across web and mobile without breaking the current flow. I’ve built and refactored Python/FastAPI and Flask systems, wired REST/JSON order and ticketing actions, and packaged chatbot logic into production-ready web widgets and API layers. I’ll clean up the codebase, tighten intent routing for FAQs, complaints, and returns, and make sure conversation state stays consistent between the website and app. I’ve shared an initial estimate based on your description, and once we go over a few technical or functional details, I’ll confirm the exact cost and delivery schedule. I can also include Ubuntu deployment steps, env setup, webhook handling, and test scripts so you can validate each path quickly. Should the widget and mobile SDK share one conversation store, or do you want separate session layers with sync? Best regards, Asad
$95 USD in 5 days
7.2
7.2

With the provided Python skills in our repertoire, we can take your existing chatbot and transform it into a fully-fledged customer-service agent. Our experience with SaaS platforms and web application development will ensure the codebase is clean, modular, and ready for production. We will also strengthen the NLP logic to ensure common customer questions are accurately recognized and routed to the right action. Additionally, our experience with REST APIs and software architecture will allow us to seamlessly integrate order-processing and ticketing endpoints so that the bot can effectively handle orders and create help-desk tickets for complaints or return requests. At Web Crest, we not only excel in creating efficient backend systems in Python, but also provide comprehensive frontend solutions for a seamless user experience across your web and upcoming mobile app. Our Mobile App Development expertise extends to both iOS and Android platforms. We have successfully deployed web widgets as well as SDKs/ APIs for various clients in a quick, reliable manner. Finally, our dedication to delivering not just functioning but top-quality products is reflected in our commitment to concise documentation. We will provide detailed explanations of install steps specifically tailored to your environment (Ubuntu server), unambiguous explanations of environment variables and webhook setup, and short scripts ensuring confident testing of individual functions.
$100 USD in 3 days
6.7
6.7

Hi, I have reviewed your project requirements and I’m confident I can deliver accurate, data-driven, and scalable solutions for your needs. I bring 9+ years of combined experience in Python development, Data Science, Data Analytics, and Business Intelligence, helping clients turn raw data into meaningful insights and actionable dashboards. My Core Expertise Includes: Node js , React Js, Mongo , Blockchain, crypto currency Python Development: Pandas, NumPy, Scikit-learn, FastAPI, Flask, Django Data Science & Machine Learning: Data cleaning, EDA, predictive modeling, AI/ML solutions Data Analytics: Statistical analysis, reporting, automation, data mining Power BI: Interactive dashboards, DAX, Power Query, data modeling, KPI reporting Databases & Big Data: SQL, NoSQL, SparkML AI & Frameworks: TensorFlow, PyTorch, Cursor, Claude, Gemini, nano, ChatGPT. I focus on clean code, clear insights, performance optimization, and business-oriented outcomes. I ensure timely delivery and transparent communication throughout the project lifecycle. Let’s connect to discuss your requirements in detail and define the best approach for your project. Looking forward to working with you. Regards, Anju
$140 USD in 2 days
6.6
6.6

Hi, I can turn the existing Python chatbot into a production-ready customer-service agent without rebuilding working components unnecessarily. I’ll separate conversation, knowledge retrieval, action routing, integrations, and persistence into modular services. FastAPI is a strong fit for the shared web/mobile API, with authenticated sessions, structured tool calls, input validation, idempotent order actions, ticket escalation, audit logs, and safe fallback to a human agent. A persistent conversation ID will keep history synchronised across the web widget and mobile SDK. I’ll also create automated tests against the supplied FAQ dataset, containerised Ubuntu deployment, webhook documentation, environment configuration, and function-specific test scripts. Three technical questions: 1. Which order-management and help-desk platforms provide the REST endpoints? 2. How are users authenticated across the website and mobile application? 3. What format and approximate size is the existing FAQ knowledge base? Best regards, Houssame
$125 USD in 1 day
6.6
6.6

Hey, The important part of this upgrade is keeping the conversation state and business actions consistent across web and mobile, especially when an FAQ answer can turn into an order or complaint workflow. I’d separate intent recognition, conversation state, and REST actions so each path can be tested independently and failures from an external endpoint do not leave the customer with an unclear result. I can refactor the existing Python chatbot into a modular service, strengthen the NLP routing, integrate the order and ticketing REST/JSON endpoints, and expose the result through an embeddable web widget plus an API/SDK layer for the mobile app. I’ll also implement the shared conversation identity, Ubuntu deployment configuration, environment variables, webhooks, and function-level test scripts, then validate the supplied FAQ test set and the stated order/ticket workflows before handoff. Do you already have the knowledge base test set and API documentation for the order and help-desk endpoints?
$130 USD in 4 days
5.9
5.9

Your bot already works, but the real challenge is turning it into a reliable service layer that can answer correctly, trigger backend actions safely, and keep one conversation thread consistent across web and mobile. The weak point in projects like this is usually not Python itself, but messy routing logic, brittle API handling, and state management once orders, complaints, and handoffs start happening. I’d approach this by first refactoring the existing code into clean modules, then tightening intent handling and API workflows around your acceptance criteria. I’ve worked on Python-based automation and chatbot systems where the important part was not just “making the bot reply,” but connecting it properly to business actions like ticket creation, webhook events, and order flows while keeping deployment simple on Ubuntu. FastAPI would likely be a strong fit here if your current structure allows it, especially for clean API exposure to both the site widget and the mobile side. - Is your current bot already using any NLP library/framework, or is the intent logic mostly rule-based today? - Do your order and ticketing endpoints already exist with auth/docs ready, or do they still need some mapping work? - For the shared web/app conversation thread, do you already have a user identity/session approach in place?
$250 USD in 12 days
6.2
6.2

I’ll refactor the existing Python chatbot into a modular production service, improve intent recognition for FAQs, orders, complaints, and returns, and securely integrate your REST/JSON endpoints. I’ll deliver a reusable web widget, mobile-ready API/SDK, shared conversation handling across platforms, and concise Ubuntu deployment and testing documentation. I’ll validate the implementation against your acceptance criteria, including FAQ accuracy, order and ticket creation, confirmation tracking, and clean-server setup.
$140 USD in 7 days
6.1
6.1

Hi there I can upgrade your existing Python customer service chatbot to make it more accurate, reliable, and useful for real customer interactions. With 20 years of software development experience, I can improve the chatbot logic, AI integration, API connections, conversation handling, knowledge base, and overall performance. A few quick questions: - Is the current chatbot built with a specific AI framework or API? - What are the main issues you want to fix or features you want to add? - Does it need integration with your CRM, website, WhatsApp, or other platforms? I’ll work with your existing codebase and focus on practical improvements without unnecessary rewrites. I’m available to start immediately. Thanks
$130 USD in 7 days
5.7
5.7

Hi, I can upgrade your existing Python chatbot into a production-ready customer service agent. I’ll refactor the current codebase, improve NLP/intent handling, integrate your REST APIs for orders, complaints and returns, and provide a reusable web chat widget plus API/SDK for iOS and Android. I’d recommend FastAPI for a clean, scalable architecture with webhook support and shared conversation history across web and mobile. I’ll also provide Ubuntu deployment documentation, environment configuration, test scripts, and ensure the system meets your acceptance criteria. I can start immediately and first review your existing codebase and API documentation. Best regards ADEEL
$90 USD in 7 days
5.7
5.7

Hi there! I'm Karthik, a Python developer with over 15 years of experience in building and upgrading chatbots and customer service solutions. I can help you transform your existing chatbot into a robust customer service agent. My Proposal: 1. Code Review & Refactor: I will clean and modularize your current codebase, ensuring it’s production-ready. 2. NLP Enhancement: I will strengthen the NLP logic to accurately recognize and route common customer inquiries. 3. Integration: I'll integrate REST/JSON endpoints for order processing and ticketing, allowing the bot to manage orders and complaints effectively. 4. Web Widget & SDK: The final solution will include an embeddable web widget and a lightweight SDK for both iOS and Android. 5. Documentation: I will provide clear installation steps, environment configurations, and test scripts to ensure smooth deployment. With my expertise, I’ll meet your acceptance criteria, ensuring reliability in responses and seamless operation across platforms. Let’s get started! Budget: $200 Timeline: 3 weeks Looking forward to collaborating! Best, Karthik
$200 USD in 7 days
5.7
5.7

Hi — I read the full spec: upgrade a working Python chatbot + chat system into a production customer-service agent handling FAQs, orders and complaints/returns on both your website and the upcoming mobile app. Three quick scoping points: 1. Can I review the existing Python codebase up front, and is the FAQ knowledge base structured or raw text? 2. Are the order/ticketing REST endpoints documented, or should I document them during the refactor? 3. Native app (SDK/API wrapper) or webview for the mobile side? The plan: review and refactor the code into a clean, modular, production-ready state; harden NLP routing so questions land on the correct action; integrate order-processing and complaint/return flows via your REST services; package the result as an embeddable widget plus a lightweight SDK/API; and document the clean Ubuntu deploy (env, webhooks, per-function test scripts) so any developer can spin it up in minutes — against your five acceptance criteria. I'll start with a structured code review against the acceptance checklist before changing anything, so we agree on scope before the build.
$180 USD in 7 days
5.6
5.6

Hello, I understand the importance of upgrading your Python chatbot to a full-fledged customer service agent seamlessly integrated into your website and upcoming mobile app. With over 10 years of experience in Python, Mobile App Development, Android, NLP, and Chatbot Development, I am confident in my ability to tackle this project successfully. I propose to review and refactor the existing Python codebase, enhance the NLP logic, integrate order-processing and ticketing endpoints, and package the bot for web and mobile use. I will ensure that FAQ responses are accurate, orders are processed correctly, and complaints generate help-desk tickets efficiently. I will also provide detailed documentation for easy deployment. Let's discuss how we can achieve your project goals together. Best regards,
$140 USD in 7 days
5.4
5.4

I can turn your existing Python chatbot into a production customer-service agent while preserving the working parts of the current system. I have 9+ years of Python backend experience with Django, FastAPI, REST APIs and AI workflows, including LangChain-based systems and server-side automation. I’d first refactor the existing code into clear FAQ, conversation, order and ticketing modules, then improve intent handling so customer requests are routed to deterministic actions instead of relying on free-form responses for critical operations. The REST/JSON endpoints can handle order creation, updates and complaint/return tickets, with validation and confirmation IDs returned to the user. I’d expose the same backend through an embeddable web widget and a lightweight API/SDK for the mobile app, using a shared conversation/user identity so the thread can continue across platforms. I’ll also add logging, error handling and tests against your supplied FAQ set and business endpoints, then provide Ubuntu deployment documentation, environment configuration, webhook setup and test scripts. Please share the current Python codebase, API documentation and FAQ test set so I can review the existing architecture and confirm the implementation scope.
$110 USD in 3 days
5.1
5.1

Hi I can upgrade your existing Python chatbot into a production-ready customer service agent using FastAPI and modular Python architecture. I’ll handle FAQ/NLP improvements, order processing, complaint/return ticketing via REST APIs, persistent conversation history, web chat widget, mobile API/SDK integration, testing, Ubuntu deployment, and complete documentation. Ready to review your existing codebase and start immediately. Best regards Raheel
$90 USD in 7 days
5.1
5.1

Perfect Match "PYTHON CUSTOMER-SERVICE AGENT" — you need the existing chatbot turned into one reliable agent for FAQs, orders, complaints, and returns across web and mobile. I’d refactor the Python core into clear FAQ, order, and ticket modules, then expose them through FastAPI so the same conversation logic serves both the web widget and mobile app. I’d also add conversation IDs so a user can continue the same thread across devices. I’d test the supplied FAQ set, REST endpoints, ticket creation, and deployment on a clean Ubuntu setup before handover. Is the existing chatbot already connected to your knowledge base, or should that part also be refactored? Looking forward to work with you.
$140 USD in 7 days
5.2
5.2

As someone who has spent years building digital products with a focus on efficiency and long-term growth, I am confident in my abilities to upgrade your Python chatbot into a robust customer-service agent. I am well-versed in Python, and my expertise extends to REST/JSON-based integrations, NLP logic, and creating easy-to-use APIs. Moreover, what sets me apart as a candidate is my commitment to crafting solutions that are as user-friendly as they are scalable. For instance, in this project, not only will I be transforming your chatbot into an embeddable web widget and a lightweight SDK/API for iOS and Android mobile apps, but I will also ensure a stress-free installation process with clear documentation. My aim here is to equip your team with the tools necessary for easy maintenance and quick problem resolution. In summary, choosing me means investing in exemplary service delivery with deliverables aligned as per your acceptance criteria for high-quality FAQ recognition bot, seamlessly integrated order-processing system, ticketing endpoints, concise documentation, along with an efficient deployment guide.
$30 USD in 4 days
5.2
5.2

Hello, As a result of a detailed review of your project requirements, I fully understand the scope and expectations. I have experience with Python, FastAPI, REST integrations, NLP pipelines, webhook handling, and production chatbot architecture, and I'm available to start your project right now. In my opinion, the key challenge is turning the current chatbot into a reliable action-oriented support agent without mixing conversational logic with order and ticket workflows. I would first refactor the Python code into modular services, then add intent/routing logic for FAQs, orders, complaints, and returns, with validated REST calls, retries, logging, and conversation-state persistence across web and mobile. For the client side, I can expose a clean FastAPI backend, an embeddable web widget, and a lightweight mobile API/SDK layer so the same conversation thread can continue across iOS, Android, and web. I have a couple of quick questions. • What knowledge-base format and NLP approach are you currently using? • Which order system and help-desk APIs will the bot connect to? I would be glad to review the existing codebase and start immediately. Best regards, Carlos
$140 USD in 7 days
5.5
5.5

Hi, Luigi Tady here, from Toronto. "One Thread Per User Across Web and App, With 95% FAQ Routing" — a support agent your backend can trust. The item in your list that decides the architecture is number four: one conversation thread that follows the user across web and app. That only works if the bot never treats a channel as a user. So I would put identity at the centre, with a single conversation record keyed to the user, and the web widget and mobile SDK both reading and writing to it. Without that, you get two half-conversations and no context. On the NLP side, I would not rely on free-text matching alone. The reliable pattern is intent classification plus slot filling, so "where is my order" and "my order never arrived" route to different actions even when phrased badly. That is also how you hit your 95% target on a test set, because you can measure intent accuracy per case rather than guessing. Orders and tickets connect through your REST and JSON endpoints, so the bot creates, updates and closes cases and returns a confirmation number. FastAPI for the service, an embeddable widget for the web, and a light SDK for iOS and Android, with a deploy guide that stands a clean server up in well under 20 minutes. One question: does your backend already expose a stable user ID I can key the conversation to across web and app? Looking forward to working with you. Luigi Tady
$150 USD in 2 days
5.0
5.0

As an experienced and seasoned Full Stack Developer & AI Solutions Expert, I am equipped with the technical expertise and versatile skill set required to upgrade your Python customer service chatbot. With over 8+ years of real-world experience and a track record of successfully delivering more than 200 projects, I combine clean code, smart architecture, and a business-first approach to bring robust and future-proof digital solutions to life. My proficiency in Mobile App Development and Software Architecture, especially in Python, are directly aligned with your project's requirements. I assure you that I can proficiently review, refactor and optimize your existing codebase for production while ensuring seamless integration of REST/JSON endpoints for order-processing and ticketing. Moreover, I'm well-versed with NLP logic strengthening and can amplify it to successfully recognize and route common customer queries or complaints to appropriate actions. Choosing me for this project guarantees you the following - accurate responses from knowledge base 95% of the time; accurate order placements reflecting on your dashboard; help-desk ticket generation for complaints or return requests; unified conversation thread across web and app platforms; fast deployment system in under 20 minutes. Invest in my services today for an immediate leap towards a more efficient customer service journey!
$750 USD in 15 days
5.1
5.1

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