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My Hong Kong–based insurance brokerage needs an AI-powered chat agent embedded on our website and locally hosted to take over front-line customer service. The bot must: • Answer everyday FAQs about our medical, and general insurance products • Handle open-ended customer inquiries in clear, professional English (Cantonese a plus) • Provide instant, personalised premium quotes • Log in to major insurer portals, pull current rates, and present side-by-side comparisons so visitors can see which policy suits them best It also need to be able to create APIs to connect with main insurers/carriers sites; you will need to orchestrate those calls securely, cache results, and keep them in sync with daily tariff updates. The chat widget should plug into our existing React front-end and run through our AWS (or other) stack. A lightweight admin panel where my team can view transcripts, update canned answers, and override quote logic will be very helpful. Success is when a website visitor can land on any product page, pose a question or request a quote, and receive an accurate, compliant response without human intervention, all within three seconds. Source code, pipeline documentation, and a short hand-off session are part of the deliverable.
Project ID: 40488218
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211 freelancers are bidding on average $298 HKD/hour for this job

Dear , We carefully studied the description of your project and we can confirm that we understand your needs and are also interested in your project. Our team has the necessary resources to start your project as soon as possible and complete it in a very short time. We are 25 years in this business and our technical specialists have strong experience in PHP, Website Design, Graphic Design, Amazon Web Services, Web Development, Chatbot, API Integration, AI Chatbot Development, Customer Service Chatbot, AI Development and other technologies relevant to your project. Please, review our profile https://www.freelancer.com/u/tangramua where you can find detailed information about our company, our portfolio, and the client's recent reviews. Please contact us via Freelancer Chat to discuss your project in details. Best regards, Sales department Tangram Canada Inc.
$300 HKD in 5 days
9.1
9.1

Hi — Elias here from Miami. The real challenge here is not just embedding a chatbot, but making sure the quote logic, insurer data, compliance boundaries, and admin controls stay accurate and auditable. Insurance AI systems can become risky if answers are not grounded in approved product data and current tariff rules. I’d approach this with a React chat widget, AWS-hosted AI backend, secure insurer API/portal integration layer, cached rate engine, transcript logging, admin override tools, and retrieval-based FAQ/product responses so the bot does not invent policy details. For quotes, I’d separate AI conversation from deterministic pricing logic to keep results reliable. I’ve worked on AI chat systems, API integrations, customer-service automation, dashboards, secure backend workflows, and quote/comparison style tools. Q1 – Do the major insurers provide official APIs, or would some portals require manual/assisted integration? Q2 – Should the bot support Cantonese from MVP, or start with English first? Q3 – Are premium quote rules already documented, or should they be modeled during discovery? Happy to suggest a secure MVP architecture and rollout plan. Looking forward to hearing from you.
$300 HKD in 40 days
8.3
8.3

With your project's comprehensive requirements, I believe my broad range of skills and experiences make me an excellent candidate for delivering your AI-powered chat agent. As a full-stack developer, I've worked extensively with API Integration, including those you mentioned like Google APIs and Payment Gateways, and I have the capability to enable smooth interactions between your system and major insurer portals. In addition to these technical areas, my mastery in Machine Learning which covers OpenAI, Chat GPT, and TensorFlow will allow me to create a sophisticated and personalized user experience. Finally, the deliverable aspects of your project such as source code and pipeline documentation are always handled meticulously by me. A seamless handoff that ensures your team's familiarity with the system is guaranteed. Overall, hiring me means employing a proven top-tier professional who can fully tackle and automate complex processes efficiently, thus contributing tangibly to your brokerage's growth and customer satisfaction.
$201 HKD in 40 days
8.1
8.1

HOW DO YOU CURRENTLY HANDLE INSURER RATE UPDATES, AND DO YOUR APIs PROVIDE REAL-TIME QUOTING OR WILL THE AGENT NEED TO AGGREGATE DATA FROM MULTIPLE CARRIER SOURCES? I have 12+ years of experience in AI, LLM integrations, React, Node.js, AWS, API orchestration, and enterprise automation platforms. I can build an AI-powered insurance assistant that delivers accurate FAQs, personalized quote generation, policy comparisons, and multilingual support while maintaining compliance and performance requirements. My approach is to integrate your insurer APIs through a secure middleware layer, cache rate data intelligently for sub-3-second responses, and use AI with guardrails to ensure accurate and compliant customer interactions. The solution will include a React chat widget, AWS-hosted backend, conversation history, quote comparison engine, and an admin panel for transcript review, content updates, and quote-rule management. I follow Agile methodology and will provide complete source code, deployment documentation, handover training, and 2 years of free ongoing support after delivery. I eagerly await your positive response. Thanks.
$250 HKD in 40 days
7.7
7.7

Hi, We’ve developed similar AI-driven solutions that integrate with multiple APIs to provide personalized recommendations. For example, we built a product discovery tool for a client that used AI to analyze user behavior and suggest relevant products, resulting in a 20% increase in conversions. We can use advanced LLMs like OpenAI’s GPT-3.5 or 4, along with fine-tuning and custom embeddings, to create a highly effective solution. We also have extensive experience with web scraping and browser automation, which can be valuable for extracting data from third-party sites. Let’s schedule a 10-minute introductory call to discuss your project in more detail and see if I’m the right fit. I usually respond within 10 minutes. Best regards, Adil
$330 HKD in 40 days
7.5
7.5

⭐⭐⭐⭐⭐ Create an AI-Powered Chat Agent for Your Insurance Brokerage ❇️ Hi My Friend, I hope you're doing well. I reviewed your project needs and see you're looking for an AI-powered chat agent for customer service. You don't need to look any further; Zohaib is here to help you! My team has already completed 50+ similar projects for AI chat solutions. I will create a chat agent that answers FAQs, provides quotes, and integrates with your existing systems efficiently. ➡️ Why Me? I can easily build your AI chat agent as I have 5 years of experience in AI development, specializing in customer service solutions. My expertise includes API integration, chatbot development, and data management. Additionally, I have a strong grip on AWS and React, ensuring a smooth implementation of your project. ➡️ Let's have a quick chat to discuss your project in detail and let me show you examples of my previous work. Looking forward to discussing this with you in chat. ➡️ Skills & Experience: ✅ AI Development ✅ Chatbot Creation ✅ API Integration ✅ Customer Service Solutions ✅ Data Management ✅ AWS Services ✅ React Development ✅ FAQ Handling ✅ Quote Generation ✅ Frontend Integration ✅ Transcription Management ✅ Compliance Standards Waiting for your response! Best Regards, Zohaib
$240 HKD in 40 days
7.8
7.8

Hi there, I can help you with building the AI chat agent for your brokerage. The core challenge here is orchestrating those insurer API calls securely and caching them so quotes come back under three seconds. I've built similar quote comparison systems before and I'm comfortable with React frontends and AWS. I'm Edward, been doing this kind of work for over a decade. Happy to chat more about the specifics.
$200 HKD in 7 days
7.0
7.0

I am an expert in Shopify, WordPress, and Web Development Technologies, eager to create an AI-powered chat agent for your insurance brokerage. My solution will seamlessly integrate with your React front-end and AWS stack, ensuring fast, accurate responses for your customers. I can start RIGHT AWAY! Regards, Pooja
$200 HKD in 2 days
7.1
7.1

With my decade-long robust background in AI development, I am confident I can deliver a cutting-edge AI Chat Agent that meets and exceeds your expectations for your Hong Kong-based brokerage. As the lead developer and with a dedicated technical team alongside me, I ensure you have direct access to the experts creating your product. My experience with Python and its frameworks, including Flask and Django, make me well-suited to handle the creation of APIs that will not only connect your website with the carriers' sites but also orchestrate those calls securely while keeping them in sync with daily tariff updates. In addition to my technical skills, my time working in various industries has taught me the value of clear communication and responsiveness. For instance, my familiarity with key environments and infrastructure, such as AWS or other platforms, makes integrating your chat widget into your existing stack seamless. I understand the importance of accurate coding and succinct documentation, both of which will be an integral part of my deliverables. Moreover, given your need for a long-term development partner who understands the dynamics of international businesses like yours, I can assure you that I'm that person. With over 60 satisfied clients from six different countries around the globe, I truly believe offshore teams should make clients feel as if we're down the hall.
$200 HKD in 40 days
7.2
7.2

Hi, This is exactly the type of AI-powered insurance platform my team specializes in. We have extensive experience building enterprise AI agents, RAG-based knowledge systems, API integrations, secure customer portals, and quote-comparison platforms. For your brokerage, we would build a locally hosted AI agent capable of handling insurance FAQs, policy guidance, multilingual conversations (English/Cantonese), personalized premium quotations, and real-time insurer comparisons. The solution would integrate securely with carrier APIs and portals, implement intelligent caching for tariff updates, and provide a React-based chat widget with AWS deployment support. We would also develop an admin dashboard for transcript management, knowledge updates, quote overrides, analytics, and compliance monitoring. Relevant AI Projects: https://www.freelancer.com/projects/php/Sharepoint-RAG-SQL-GPT-agent/reviews https://www.freelancer.com/projects/php/SQL-RAG-GPT-Agent-with/details https://www.freelancer.com/projects/gpt-agent/Data-Analyst-Required/reviews https://www.freelancer.com/projects/php/OpenAI-Prompts-for-Telco-Support/reviews Our proposed architecture includes RAG, insurer API orchestration, PostgreSQL, vector search, OpenAI/Claude integration, secure authentication, audit logging, and scalable AWS deployment. Happy to discuss architecture, timeline, and compliance requirements in detail. Thanks.
$300 HKD in 40 days
7.3
7.3

Hi, I checked your requirements for the AI-powered insurance brokerage chat agent and it is completely doable. I have experience building AI assistants, RAG systems, API integrations, workflow automation platforms, and React/AWS-based applications. I can develop a production-ready chat agent that provides accurate responses, quote comparisons, and seamless customer support. The solution would include: • AI-powered FAQ and customer inquiry handling • Insurance product recommendations and quote generation • Secure integration with insurer APIs and carrier portals • Side-by-side policy comparison engine • React chat widget integration • AWS deployment and scaling architecture • Transcript logging and conversation history • Admin panel for managing FAQs, responses, and quote rules • Caching layer for fast responses and tariff synchronization ✔ Two Queries: Which insurers/carriers will be integrated in the initial version, and are all APIs already available? Are there any compliance requirements or approval workflows that must be enforced before displaying quotes? FYI: I would design the system with a modular AI-agent architecture so additional insurers, products, languages (including Cantonese), and workflows can be added easily in future phases while maintaining sub-3-second response times. Warm regards, Jay
$300 HKD in 40 days
6.7
6.7

Hello! As per your project post, you’re looking to build a locally hosted AI-powered customer service and insurance quotation platform for your Hong Kong insurance brokerage. The goal is to automate front-line customer interactions, provide accurate policy information, generate personalized insurance quotes, compare products across multiple carriers, and seamlessly integrate with your existing React-based website while maintaining security, reliability, and administrative control. My focus will be on delivering an AI chat platform featuring insurance product knowledge management, FAQ automation, natural language conversations, English and Cantonese support, quote generation workflows, insurer/carrier API integrations, secure data orchestration, quote comparison engines, tariff synchronization processes, response caching, conversation history management, human escalation workflows, transcript monitoring, configurable business rules. I specialize in AI-powered platforms, LLM integrations, API orchestration, React applications, AWS infrastructure, enterprise chat systems, insurance and financial workflows, secure backend architectures, and admin portal development. Let’s connect to review the insurer ecosystem, available carrier integrations, quoting requirements, compliance considerations, multilingual expectations, and infrastructure preferences so we can define the most effective architecture and implementation roadmap. Best regards, Nikita Gupta.
$350 HKD in 40 days
6.8
6.8

Hi Dear, We can design and implement an AI insurance assistant that sits directly inside your React website and integrates cleanly with your AWS infrastructure. ✔ AI Chat Agent for FAQs + policy guidance (medical & general insurance) ✔ Multilingual support (English + Cantonese-ready architecture) ✔ Real-time premium quote generation using insurer APIs ✔ Secure API orchestration with caching + daily rate sync ✔ Side-by-side policy comparison engine ✔ React-based embeddable chat widget ✔ AWS backend (scalable + secure architecture) ✔ Admin panel for transcripts, prompt control & quote logic overrides ✔ Logging, analytics & audit trail for compliance We typically use a RAG + tool-calling architecture (LLMs + API orchestration layer) so responses stay accurate, fast (<3s), and fully traceable for insurance compliance requirements. I’d be happy to discuss your carrier APIs, data flow, and compliance constraints so we can design the right architecture from day one. Best Regards, Kumar Chauhan
$300 HKD in 40 days
6.4
6.4

Hi there, I understand you need an AI-powered customer service and sales chat agent for your Hong Kong-based insurance brokerage, capable of handling FAQs, generating personalized quotes, and comparing live insurance products while integrating securely with insurer systems. I am confident I can design and deliver a production-ready, compliant AI system that fits directly into your existing web and AWS infrastructure. My approach will be to build a modular AI chatbot architecture using an LLM-based orchestration layer (e.g., LangGraph or similar) connected to a retrieval system for FAQs, policy documents, and underwriting rules. For live pricing and comparisons, I will design secure API connectors to insurer portals, with authentication handling, rate caching, and scheduled sync jobs to ensure daily tariff updates remain accurate. The system will include a quote-generation engine that normalizes inputs and returns structured, comparable policy options. The chat widget will be embedded into your React frontend, with backend services hosted on AWS using a scalable architecture (Lambda/ECS depending on load requirements). I will also build a lightweight admin panel for transcript review, canned response management, and override rules for pricing logic. Do you already have API access or data feeds from the insurer portals, or will part of the project include building those integrations from scratch? I’m ready to start immediately. Warm Regards, Aneesa.
$200 HKD in 40 days
6.5
6.5

As a seasoned data analyst and scientist, I'm well-versed in building and deploying ***end-to-end data solutions, including AI-powered systems*** like the one you're seeking. With over eight years of experience harnessing complex datasets to extract actionable insights, I am certain that I can deliver a powerful AI chat agent that meets every aspect of your project description. My expertise in ***Python, API integration, and Amazon Web Services*** aligns perfectly with your stack requirements. I have a strong track record in developing responsive dashboards and automating reporting tasks, skills that will prove incredibly valuable as we create a lightweight admin panel for your brokerage team to manage aspects of the bot's functionality such as responses, quote logic, and dataset synchronisation. Given my background in finance as well as e-commerce industries, I understand the unique demands faced by insurance brokerages and have an eye for the fine details needed to excel in those domains. From creating personalised premium quotes to orchestrating secure API calls with major insurers and caching daily tariff updates; I have you covered! My goal has always been to optimize operations and enhance customer experience through data insights - precisely what you envision on successful implementation. Let's unlock the full potential of your website with an AI chat agent that's user-friendly, efficient, but most importantly- compliant!
$300 HKD in 40 days
6.6
6.6

Hello As a seasoned professional with vast expertise in API integration, graphic design, web and mobile app development, allow me to introduce myself as your perfect digital partner. My company, MAG Cloud Solutions, has a strong background in answering dynamic business needs through cutting-edge technological solutions. Specifically, we have relevant experience with the requisites of this project including web design and development in React framework which your existing website employs. We are accomplished in API creation, usage, and compatibility across different platforms which will be a crucial element for setting-up the necessary integrations with major insurance portals. Our proven recording tools maintenance can ensure that all customer interactions are logged securely for future reference. Finally and most importantly, is our value for excellent service. We don't just develop software; we turn ideas into impactful results! Streamlining your front-line customer service process and cutting down wait time while providing accurate and compliant responses is at the core of what we do. I am confident that my team can deliver your desired outcomes while exceeding expectations in your Hong Kong-based brokerage venture.
$300 HKD in 20 days
6.5
6.5

Hi, I’ve reviewed your requirements and I’m confident I can build an AI-powered insurance assistant that integrates with your React frontend and AWS infrastructure, handling FAQs, quote generation, insurer API aggregation, and policy comparisons in real time. The key challenge is delivering accurate, compliant responses while keeping quote retrieval fast and reliable. To achieve this, I’ll implement a secure API orchestration layer, intelligent caching, configurable business rules, and an admin dashboard for transcript review, content updates, and quote overrides. One quick question: are the insurer APIs already standardized, or does each carrier use a different authentication and response format? Looking forward to discussing the details.
$200 HKD in 2 days
6.1
6.1

Your biggest risk is stale premium data - if the bot quotes outdated rates from insurer portals, you'll lose customer trust and face compliance issues. I've built similar AI agents for fintech clients where real-time accuracy was non-negotiable. Before architecting this, I need clarity on two things: What's the average API response time from your major insurer portals right now? And do Hong Kong regulations require you to store chat transcripts for audit purposes, or can we use ephemeral logging? Here's the technical approach: - AI CHATBOT (GPT-4 + LANGCHAIN): Fine-tune a conversational model on your FAQ corpus with retrieval-augmented generation so it pulls live policy details instead of hallucinating answers. - API ORCHESTRATION: Build a Node.js middleware layer that authenticates with insurer portals, implements retry logic for failed calls, and caches quotes in Redis with 15-minute TTL to stay under rate limits. - AWS LAMBDA + SQS: Schedule nightly jobs to scrape updated tariffs, validate schema changes, and flag discrepancies before they hit production. - REACT WIDGET: Embed a WebSocket-powered chat UI that streams responses in under 2 seconds and gracefully degrades if an insurer API times out. - ADMIN PANEL (PHP/LARAVEL): Dashboard for transcript search, quote override rules, and A/B testing different response templates. I've deployed 4 customer-facing AI agents that handle 80%+ of tier-1 support queries without escalation. Let's schedule a 20-minute call to walk through your insurer API specs and compliance constraints before I scope the build.
$270 HKD in 30 days
6.3
6.3

Hello There!!! ★★★★ (AI-powered brokerage chat agent with real-time insurance quoting & comparison system) ★★★★ Project understanding: Client needs an AI chat agent for a Hong Kong insurance brokerage website that handles FAQs, provides personalised insurance quotes, and compares policies by pulling live data from insurer portals. It must integrate with React frontend, run on AWS, support APIs, and include an admin panel for control and transcript review. ⚜ AI chatbot for insurance FAQs & customer support ⚜ Real-time premium quote generation system ⚜ Secure API integrations with insurer portals ⚜ Data caching & daily tariff sync automation ⚜ React widget integration with AWS backend ⚜ Admin panel for chats, prompts & overrides ⚜ Multi-language support (English + Cantonese optional) I’ve built AI chat systems with API integrations and backend orchestration, including secure data pipelines and conversational agents for service automation. I focus on speed, accuracy and production-ready architecture. My approach is modular: chatbot layer + API aggregation service + caching engine + admin dashboard, all optimized for <3s response. Ready to discuss architecture and start immediately. Warm Regards, Farhin B.
$211 HKD in 40 days
6.7
6.7

Hello! It sounds like you're looking for an AI chat agent for your insurance brokerage website. To effectively integrate an AI chatbot, I would leverage AWS for hosting and utilize PHP for backend development to ensure smooth API integrations. The goal would be to create a responsive chat interface that enhances customer service while addressing common inquiries without overwhelming users. I'd start by setting up the AWS environment, then proceed to design the chat interface and integrate the necessary AI functionalities. Q1: What specific features do you want the chatbot to handle for your clients? Q2: Do you have any existing branding or design elements that should be incorporated into the chat interface? Q3: Are there any compliance or security considerations specific to the insurance sector that I should be aware of? Let’s make this chatbot a valuable asset for your brokerage.
$200 HKD in 10 days
6.6
6.6

Hong Kong
Member since Jun 3, 2026
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