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I want an AI-powered conversational agent that has to work on a web application front end. The bot must tap into our large retail product database so managers can conversationally, ask for actionable insights, kpi, and create reports. Key goals • Deliver actionable insights about consumer behaviour • Easy conversational chat for business user Acceptance criteria [login to view URL] documentation covering model architecture, training data structure, and how to connect to the retail database API. 3. Handover of all code (Python/Node or comparable), configuration files, and instructions so my in-house devs can maintain it. 4. Analytics dashboard reporting 5. Final deployment on our production site with my sign-off after load testing. If you have experience with AI projects using LangGraph or similar, or a custom transformer solution—and you’re comfortable integrating with large SQL/NoSQL —let’s make this happen.
Project ID: 40280438
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146 freelancers are bidding on average $22 USD/hour for this job

⭐⭐⭐⭐⭐ Create an AI-Powered Conversational Agent for Your Retail Needs ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and noticed you're looking for an AI-powered conversational agent. You have no need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for AI solutions. I will create a bot that connects to your retail database, enabling managers to gain insights and create reports through easy conversations. ➡️ Why Me? I can easily build your conversational agent as I have 5 years of experience in AI development, focusing on chatbots and data integration. My expertise includes Python, Node.js, and working with SQL/NoSQL databases. Not only this, but I also have a strong grip on creating clear documentation and deployment processes, ensuring your in-house team can maintain the system. ➡️ 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 with you in chat. ➡️ Skills & Experience: ✅ AI Development ✅ Chatbot Creation ✅ Python Programming ✅ Node.js Development ✅ SQL/NoSQL Integration ✅ API Development ✅ Data Analysis ✅ Documentation Writing ✅ Analytics Dashboard ✅ Load Testing ✅ Consumer Behavior Insights ✅ Report Generation Waiting for your response! Best Regards, Zohaib
$17 USD in 40 days
7.9
7.9

Hello You can check my portfolio here: https://www.freelancer.com/u/neerajdhameliya I have experience in building AI tools and web platforms. I use Python, Node and React for this. I can help you make a chat system for your web app. This chat system will connect to your product database. It will help managers ask questions get insights and make reports. They can do all this in a chat. -> Conversational AI Agent: I will build a chat system. It will use AI. Connect to your product database. -> Insights & Analytics: I will provide numbers and information about how customers behave. This will be in time. -> Reporting Tools: I will help you make reports and see trends. You can do this right from the chat. -> Analytics Dashboard: I will make a dashboard. You can use it to check how things are going and see insights. -> Handover & Documentation: I will give you all the code, settings and instructions. This will help you keep everything running smoothly. -> Deployment: I will put the chat system on your site. I will make sure it can handle lots of traffic. I can work with your team. We can make this system. Make sure it meets your goals. I look forward, to hearing from you. Niral D
$15 USD in 40 days
7.9
7.9

Hi there, ★★★ Python Expert ★★★ 3+ Years Experience ★★★ To build your AI-powered conversational agent, I will create a chat interface, connect to your retail product database, and implement actionable insights features. - I will use Python for backend development. - I will ensure clear documentation for model architecture and database API connection. - I will create an analytics dashboard for reporting. Deliverables: - Complete codebase with configuration files. - Documentation covering model architecture and training data. - A functional analytics dashboard for consumer behavior insights. - Final deployment on your production site after load testing. Do you have a preferred database for integration? Regards, Burhan Ahmad
$20 USD in 40 days
7.0
7.0

Having a vast client-serving experience of 12+ years, we have built our reputation on delivering impeccable results for sophisticated projects like yours. As an AI expert, I can develop a robust conversational agent that perfectly aligns with your project goals: delivering actionable consumer insights and providing easily comprehensible analytics reports. My proficiency in Python and Node.js—leveraged with my deep understanding of Machine Learning and Data Analysis—will ensure a smooth integration of AI capabilities into your retail database API. Moreover, my familiarity with LangGraph and other similar AI solutions as mentioned in your project description further emphasizes my suitability for the task at hand. Integrating large SQL/NoSQL databases has been a routine job throughout my career, making me confident about developing this bot without compromising the speed or security of your retail data. Furthermore, I assure you not only an efficient implementation of the project but also its smooth future maintenance by handing over the code, instructions, and necessary documentation so that your in-house team can take control after the project finalization. Thanks......
$15 USD in 40 days
6.9
6.9

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 Python, Machine Learning (ML), Node.js, Data Analytics, Data Analysis, API Integration, Natural Language Processing, AI Chatbot Development, Conversational AI, 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.
$25 USD in 5 days
7.6
7.6

Hello, I specialize in AI data assistants and have built chat tools where managers ask questions and get live insights from business databases. This can work well using LangGraph with Python and a SQL data layer for KPI queries and reports. Will the bot query the database directly or through an API layer? How large is the product dataset now? Should responses include charts or only text summaries? Query guardrails are important so AI does not run heavy database scans. Best regards, Devendra S.
$25 USD in 40 days
6.4
6.4

Combining the power of Machine Learning (ML) with Python, I have spearheaded numerous projects creating similar conversational agents such as the one you describe. Our team has crafted bespoke solutions with the ability to consume large-scale SQL and NoSQL databases efficiently providing precise and actionable information as per business needs. Our expertise extends across various ML algorithms, including LangGraph and transformer solutions – precisely what you're looking for. On top of that, we are prolific in Java, PHP, Python, HTML, CSS, JavaScript – the foundation of your web application. Furthermore, we make sure to document our process thoroughly to facilitate smooth handovers and future maintenance by your in-house professionals. Rest assured; we take our work seriously, maintaining high code quality standards while delivering on-time and within budget constraints. We are ready to dress-up your production site with a polished AI chatbot, incorporating all functionalities you require. Can't wait to get started!
$20 USD in 40 days
6.3
6.3

Hi, We’ve developed several AI-based products, including a multi-language chatbot that integrates with multiple APIs to provide accurate answers. We also built a product that uses LLMs to analyze customer feedback and generate actionable insights for product managers. For your project, we can use a combination of LLMs and traditional algorithms to extract insights from your product database. We can also create a separate pipeline to analyze customer reviews and feedback, which can be used to train the model for better accuracy. We can also add a feature to automatically generate reports based on specific KPIs, so managers can receive daily or weekly reports directly in their inboxes. Let’s schedule a 10-minute introductory call to discuss your project in more detail and see if I’m the right fit. I’m available at any time that works for you. I’m eager to learn more about your exciting project. Best regards, Adil
$16.50 USD in 40 days
5.9
5.9

Hi, This is a strong use case for conversational AI — especially when it’s tied directly to live retail data instead of generic chat responses. I can help you build a reliable agent that managers can actually use for KPIs, insights, and reporting in daily operations. Here’s how I’d approach it: • Conversational web interface (React) for natural business queries • LLM-powered agent using LangGraph/LangChain with structured tool access • Secure integration with your retail database (SQL/NoSQL via API layer) • KPI reporting + auto-generated summaries from live data • Analytics dashboard to track usage, queries, and performance Architecture would include a retrieval + tool-based setup so responses stay factual and tied to real data rather than hallucinated outputs. Everything will be documented clearly for your in-house team, including model flow, schema setup, and deployment steps. We can start immediately — I will ensure clear, daily communication and fast turnaround. You’ll always know the exact progress. Happy to discuss your data structure and reporting needs in detail.
$20 USD in 40 days
5.7
5.7

Hello, Creating an AI-powered conversational agent for retail information is an exciting venture. One crucial aspect to consider early on is how the bot will handle varying customer intents and maintain context throughout conversations. This will significantly enhance user experience and ensure that customers receive accurate and relevant information, leading to higher engagement rates. I understand you need a web application front end for the bot, and I can deliver a robust solution that seamlessly integrates with your existing systems. My experience with AI and chatbot development allows me to create a solution that not only meets your requirements but also scales as your business grows. I'm happy to start with a short planning phase — wireframe and structure — so everything is aligned before development begins. Looking forward to connecting. Regards, Nurul Hasan
$200 USD in 7 days
5.8
5.8

I can build an AI conversational agent using LangGraph + LLMs that connects to your retail database to generate KPI insights, reports, and a manager-friendly chat interface, plus an analytics dashboard and full documentation for your team.
$20 USD in 40 days
5.3
5.3

Hi, I can develop an AI-powered conversational agent for your web application that allows managers to query your retail database in natural language and receive actionable insights, KPIs, and report summaries instantly. The solution will use LLM-based architecture (LangGraph / LangChain style workflow) connected securely to your SQL/NoSQL product database APIs, enabling the bot to interpret queries, run data analysis, and return structured responses. I will also include an analytics dashboard so users can visualize key metrics and consumer behavior trends. You’ll receive complete documentation, source code (Python/Node), configuration files, and deployment instructions so your in-house developers can maintain and extend the system easily. I will also assist with production deployment and load testing to ensure stability. — Pallvi Gupta
$15 USD in 6 days
5.5
5.5

Hi, I have extensive experience in developing AI conversational agents and a strong background in integrating large databases with user-friendly interfaces. I will create a seamless web application that allows managers to derive actionable insights and generate reports through intuitive conversations. What specific metrics or insights do you prioritize from the retail product database? Thanks, Juan Aponte
$25 USD in 1 day
5.3
5.3

Hi there, I’ve reviewed your project and understand you’re looking to build an AI-powered conversational agent for a web application that connects to your retail product database. The goal is a user-friendly chat interface that allows managers to retrieve actionable insights, KPIs, and generate reports conversationally. I can develop a solution using Python or Node.js, integrating with your SQL/NoSQL database, and implement a custom transformer or LangGraph-based model to provide accurate, real-time insights. The system will include an analytics dashboard, clear documentation of model architecture and data structure, and complete instructions for your in-house team to maintain it. The project will be fully deployed on your production site after load testing, with all code, configuration files, and deployment steps handed over. With my focus on usability, performance, and maintainability, I can deliver a polished AI solution that meets your business intelligence needs effectively. Best regards, Muhammad Adil Portfolio: https://www.freelancer.com/u/webmasters486
$20 USD in 40 days
5.1
5.1

This is a strong use case for a structured RAG plus analytics agent rather than a generic chatbot. I have built conversational systems that sit on top of large product and transactional databases and translate natural language into actionable business insights safely. I would design this as a multi layer architecture. The front end chat interface connects to an orchestration layer built in Python using a framework such as LangGraph. That layer handles intent classification, query planning, SQL generation, validation, and response formatting. The model would not query your database directly. Instead, it would call controlled data access services that enforce schema awareness and prevent unsafe queries. The system would use a hybrid approach. Structured data queries for KPIs and reports would be translated into validated SQL against your retail database. For contextual explanations or trend summaries, the system would combine structured query results with an LLM reasoning layer. An analytics dashboard would track usage patterns, question categories, response latency, and system accuracy. All architecture, model configuration, and database integration points would be documented clearly for your internal team. The final system would be containerized, load tested, and deployed to production with full code handover and maintenance documentation. Estimated MVP timeline 6 to 8 weeks depending on database complexity.
$20 USD in 40 days
5.4
5.4

Hi, I can build a web-integrated AI conversational assistant that lets business users interact with your retail database through simple chat. The bot will translate natural language questions into data queries, KPI summaries, and actionable insights about consumer behavior. The system can be implemented using LangGraph / LLM-based pipelines with Python or Node.js, connected to your SQL/NoSQL database APIs to generate real-time reports and analytics. I’ll also create a dashboard interface for visual insights and reporting. You’ll receive all source code, model architecture documentation, training data structure, and integration guides so your internal team can maintain and expand the platform. I’ll also handle deployment and performance testing before final handover. — Munish Gupta
$15 USD in 5 days
4.6
4.6

Hi, I came across your project "AI conversational agent for retail information" and I'm confident I can help you with it. About Me: I'm a agency owner with over 8+ years of experience in Node.js, API Integration. , and I understand exactly what’s needed to deliver high-quality results on time. Why Choose Me? - ✅ Expertise in required Technologies and 1 year post deployment free support - ✅ On-time delivery and excellent communication - ✅ 100% satisfaction guarantee Let’s discuss your project in more detail. I’m available to start immediately and would love to hear more about your goals. Looking forward to working with you! Best regards, Deepak
$18 USD in 40 days
4.6
4.6

Hi there, Regarding your project, tackling the backend integration is often where many stumble, leading to inefficiencies. My method uses streamlined API communication to ensure top performance while delivering a seamless user experience. I've optimized similar systems, improving response times by 40%, showcasing my proficiency in this domain. I include 30 days of post-deployment bug-fixing to ensure everything runs smoothly post-launch. Which specific API endpoints are you planning to integrate? Let's discuss your project's details.
$15 USD in 40 days
4.7
4.7

Hi, Job Manager.!! Your idea of an AI-powered conversational agent for retail insights is very compelling. We have experience building LLM-driven analytics assistants that connect to large SQL/NoSQL databases and allow business users to retrieve KPIs, consumer behavior insights, and automated reports through natural language queries. Our approach would use an architecture combining LangGraph/LangChain orchestration, a secure API layer, and a query engine that translates conversation into optimized database queries, ensuring fast and reliable responses. We can also implement an analytics dashboard for usage tracking, report exports, and performance monitoring. We will deliver complete documentation, clean code (Python/Node), configuration files, and deployment instructions, ensuring your in-house team can maintain and extend the system easily. A few quick questions: • What database stack powers your retail data (PostgreSQL, BigQuery, Snowflake, etc.)? • Approximate size of the product/transaction dataset? • Do you prefer OpenAI/hosted models or private/self-hosted LLMs for data privacy? Happy to discuss the architecture and next steps. Best regards, Inciterz Team
$20 USD in 40 days
4.8
4.8

A Warm Hello! We are available to start working with you on your project..! Your requirement for an AI-powered conversational agent that connects with a retail product database and delivers actionable business insights is a strong use case for modern LLM + analytics architecture. The key will be building a secure AI layer that converts natural language queries into structured database insights while keeping performance and accuracy reliable for business users. Our approach would include: Conversational AI Layer – Using LangGraph / LLM orchestration to convert user queries into structured analytics tasks. Retail Data Integration – Secure API layer to connect the bot with your SQL/NoSQL retail product database. Insight & KPI Engine – Automated generation of consumer behavior insights, trends, and performance metrics. Report Generation – Business users can request reports conversationally (sales trends, product performance, inventory insights). Analytics Dashboard – Visual dashboard for KPI summaries and AI-generated insights. Scalable Architecture – Python or Node backend with modular services and proper logging. Complete Documentation – Model architecture, training data structure, API integration guide, and deployment instructions. Our team has experience building AI analytics assistants, data-driven dashboards, and chatbot systems integrated with large datasets, ensuring the solution is both scalable and maintainable for internal teams. Best Regards, Jemin Sagar
$20 USD in 40 days
4.3
4.3

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