Scalable AI Chatbot for a Manufacturer to Solve Customer Support Delays – Netguru

Welcome to the forefront of conversational AI as we explore the fascinating world of AI chatbots in our dedicated blog series. Discover the latest advancements, applications, and strategies that propel the evolution of chatbot technology. From enhancing customer interactions to streamlining business processes, these articles delve into the innovative ways artificial intelligence is shaping the landscape of automated conversational agents. Whether you’re a business owner, developer, or simply intrigued by the future of interactive technology, join us on this journey to unravel the transformative power and endless possibilities of AI chatbots.
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We came together with a heating systems producer to introduce a flexible AI chatbot that supports customers in real time. The AI platform leverages LLMs with Retrieval-Augmented Generation (RAG), and offers a dynamic knowledge base and administration panel for easy management.

The client aimed to reduce manual workloads, provide instant responses, and enhance engagement with both customers and internal teams. Solution? Introducing AI-driven customer support.
The client’s customer support relied heavily on manual processes, some of the key challenges included:
They needed a solution that automated repetitive tasks, ensured personalized interactions, and integrated seamlessly with internal systems.
Woman sitting by a laptop.

The project began with designing a full-screen responsive interface for desktop and mobile. Wireframes and mockups defined the chat flow, including new conversations, continued chats, error states, and animations. User journeys were mapped to ensure intuitive navigation and a high-quality experience.
The AI platform was built around an LLM with RAG architecture. The backend handled session and conversation management, retrieved data from CMS with agent’s tool calls, multilingual queries, and API endpoints for communication with the frontend. A dynamic knowledge base was integrated via the existing CMS, enabling easy content updates.
A standalone chat application was developed with responsive layouts, real-time conversation updates, and interactive UI elements such as “AI is typing…” notifications and conversation history. The design prioritized mobile-first usability while maintaining consistency across devices.
CI/CD pipelines, environment setup, and automated tests ensured smooth deployment. Quality Assurance included functionality, security, performance, and user testing across multiple devices and browsers.
The AI chatbot was deployed on a dedicated subdomain, improving scalability, branding, and SEO potential. Post-launch efforts focused on bug fixes, analytics monitoring, and optimization for performance and user experience.
Yellow heating pipes on a rooftop.
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