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I need a Python-built AI agent that lives on my local computer (for the moment) and instantly answers visitors’ questions with accurate calculated statistics / performance metrics on products, staff etc. pulled from the database. The bot’s single mission is clear: disseminate information, not sell or provide generic support, so replies must stay tightly focused on the technical facts I supply. Alongside the conversational interface, I also want a lightweight automation layer that monitors new entries in the same data source, creates short weekly/monthly summaries, and pushes alerts or digests to users by email (or another easily configurable channel). The goal is to keep stakeholders continuously updated without manual effort. My data set is already structured; you will handle ingestion, embedding, and retrieval. The final deliverables I expect are: • Deployed chatbot widget hosted on my computer • Source code (Python) with clear setup instructions • Automation script that generates and sends the summaries/alerts • Brief README and a short video or GIF demo showing everything working For acceptance, I will run a series of product-related queries, verify factual accuracy against my documents, and inspect an automatically generated summary email. Error handling, rate-limit protection, and clean, commented code are a must.
Project ID: 40562943
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318 freelancers are bidding on average $23 AUD/hour for this job

Hello Tianyi, To make sure the chatbot gives accurate answers, I'll use a hybrid search system that combines AI semantic search with keyword search. This helps it understand user questions while also finding exact product names, serial numbers, and specifications without making up information. I'll build the chatbot in Python using LangChain, FAISS, and FastAPI. It will be trained to answer only from your knowledge base and avoid sales language or unsupported responses. I'll also create a small automation system that watches for updates in your data, generates a daily summary, and sends email alerts using SendGrid or Resend with your API keys. Could you let me know what format your data is stored in (CSV, Excel, JSON, database, etc.) and how often it will be updated? Best, Niral
$25 AUD in 40 days
7.9
7.9

⭐⭐⭐⭐⭐ Create a Python AI Agent for Instant Answers and Automation ❇️ Hi My Friend, I hope you are doing well. I've reviewed your project requirements and I see you are looking for a Python-built AI agent. You don't need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for AI agents. I will create a chatbot that answers visitor questions with precise metrics from your database. Additionally, I will implement an automation layer to keep stakeholders updated without manual effort. ➡️ Why Me? I can easily create your Python AI agent as I have 5 years of experience in Python development, data management, and automation. My expertise includes building chatbots, handling databases, and creating automation scripts. Not only this, I have a strong grip on related technologies like Flask and SQL, ensuring a smooth and efficient project delivery. ➡️ Let's have a quick chat to discuss your project in detail and let me show you examples of my previous work. I’m looking forward to discussing this with you in our chat. ➡️ Skills & Experience: ✅ Python Development ✅ Chatbot Creation ✅ Data Ingestion ✅ Automation Scripting ✅ Database Management ✅ API Integration ✅ Error Handling ✅ Performance Metrics ✅ Email Notifications ✅ User Interface Design ✅ Documentation ✅ Video/GIF Demos Waiting for your response! Best Regards, Zohaib
$17 AUD in 40 days
8.1
8.1

Good to see this project, I will build your Python chatbot with a vector search layer over your structured data and a strict answer-only-from-sources rule, so it returns technical facts from your knowledge base without inventing anything. For the automation layer, I will set up a daily digest script with rate limiting, retries, and configurable email delivery. The retrieval design matters more than the model here. I will ensure the bot asks a clarifying question when confidence is low instead of guessing. Questions: 1) Is your data in CSV, JSON, or another format? 2) Do you have a preferred LLM API already? Send me a sample of your dataset and I will map out the first step. Looking forward to your response. Best regards, Kamran
$21 AUD in 40 days
7.4
7.4

Hi, ★★★ Python Expert ★★★ I understand you need a Python-built AI agent for your website that provides accurate product details and specifications. I will develop a chatbot that integrates seamlessly into your site, pulling data from your structured knowledge base. Using LangChain and a vector database like Pinecone or FAISS, I will ensure the bot delivers precise answers to user queries. Additionally, I will create an automation layer that monitors your data source, generating daily summaries and sending alerts via email or another channel you prefer. This will keep your customers and stakeholders informed without manual effort. Deliverables will include: - A deployed chatbot widget on your website - The complete source code in Python with setup instructions - An automation script for generating summaries/alerts - A brief README and a demo video or GIF Ready to get started!
$20 AUD in 40 days
7.0
7.0

Hello, {{{ I HAVE CREATED SIMILAR BEFORE AND I CAN SHOW YOU }}}} **** You can track the project’s progress using the tracker. I’m available to work 40-45 hours per week **** I have carefully reviewed your requirements and understand that you need a Python-based AI chatbot focused on delivering accurate, knowledge-base-driven product information, along with an automated alert system that generates daily summaries and sends notifications via email or other configurable channels. I have 8+ years of experience in Python, AI/ML, LangChain, RAG pipelines, LLM integration, vector databases (FAISS/Pinecone), and automation, I can deliver a reliable and scalable solution. My approach will include secure knowledge ingestion, embedding generation, semantic retrieval, a website-integrated chatbot, and an automation workflow for monitoring new data, creating concise summaries, and sending scheduled alerts. The solution will include robust error handling, API rate-limit protection, clean, well-documented code, and accurate retrieval aligned with your technical documentation. I would be happy to discuss your data source, preferred LLM, and deployment requirements to ensure the solution meets your expectations. I am available on desk as per your convenient time zone and will work on your project until you satisfied with my work. Thanks Christina
$15 AUD in 40 days
7.1
7.1

Hi there, You’ve got the exact kind of hidden challenge I like: making sure the chatbot stays factual, narrow, and trustworthy instead of drifting into generic answers. I’ve built Python-based website tools, API-driven automations, and retrieval workflows that keep responses tied to your own knowledge base while handling rate limits, error paths, and clean deployment. I can build the website widget, connect ingestion + embeddings + retrieval, and wire the daily summary/alert automation so the right people stay updated without manual work. I’ll structure the code for easy setup, keep everything behind your API key, and include clear documentation plus a working demo. 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. Do you want the bot to answer strictly from approved documents only, or also allow a controlled fallback when the knowledge base lacks a match? A few things I’d like to confirm: should the bot answer strictly from approved documents only, or may it fall back to a brief “not found” response; which email channel should the alerts use; and do you want the widget embedded as a script tag or within an existing frontend component? Looking forward to your reply so we can finalize the exact plan. Best regards, Asad
$15 AUD in 97 days
7.0
7.0

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, Python, Software Architecture, Automation, LangChain, AI 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.
$35 AUD in 5 days
7.8
7.8

As a recognized Python developer with a focus on web automation and AI solutions, I am confident in my ability to build and integrate the chatbot you need. My extensive experience in data ingestion, embedding, and retrieval, coupled with my familiarity with vector databases like Pinecone and FAISS, makes me perfectly poised to meet your project's data-related requirements. I can also draw from my past immersion in developing automation scripts to ensure that the summaries or alerts generated are precise and reach the intended channels without hitches. Throughout my 13+ years' career, I have tackled numerous high-impact projects similar to yours. For example, I've built websites, created AI bots such as an emergency caller using Vapi and Twilio, and handled quite a few AI installations like OpenClaw on MacOS and Windows OS. My track record speaks for itself; efficiency, accuracy as well as clean and commented code are always my top priorities. Furthermore, I understand your need for factually accurate output. Hence, let me assure you that I will leave no stone unturned in ensuring that the information used by the bot is sourced directly from your supplied knowledge base. To conclude, choosing me for your project would not only mean a technically proficient solution ¿t is indicative of having a diligent partner who delivers exceptional results on time.
$15 AUD in 40 days
7.2
7.2

Hello, I understand that you're looking to develop a custom AI chatbot that can efficiently handle questions from visitors on your website by providing accurate product details. Your goal is to ensure that the chatbot taps into your existing knowledge base for seamless and detailed responses. I propose building this chatbot using Python, employing AI development tools and frameworks like LangChain to maximize its ability for natural language understanding and response accuracy. The focus will be on creating an intelligent agent that not only delivers precise answers but also enhances visitor engagement with intuitive interaction. Moreover, incorporating alert automation will ensure timely notifications and updates based on specific triggers or conditions, thus maintaining optimal operational flow. I'll design the architecture to be scalable and adaptable, integrating smoothly with your current systems, including PHP components for seamless web implementation. Looking forward to the opportunity to bring this AI chatbot to life, providing a solution tailored to your needs. Best Regards, Khorshed Alam, RS Software
$18 AUD in 40 days
8.1
8.1

Hi, I can build a Python-based AI agent that delivers accurate, knowledge-base-driven answers while keeping responses focused on your product specifications. I can deliver: * AI chatbot integrated into your website * Knowledge ingestion, embeddings, and RAG pipeline * LangChain with Pinecone or FAISS (based on your preference) * Secure API key management * Daily summary and alert automation * Email (or configurable channel) notifications * Error handling, rate-limit protection, and clean, documented Python code * Complete source code, deployment guide, README, and demo video Due to NDA restrictions, I can’t publicly share links to similar AI automation projects here. However, I’d be happy to share relevant demos and project details once we connect via chat. A few questions: 1. What format is your knowledge base in (PDF, CSV, database, etc.)? 2. Which LLM provider do you prefer (OpenAI, Claude, Qwen, etc.)? 3. Should the chatbot support multiple knowledge bases or just a single product catalog initially? I’m available to start immediately and can build a scalable solution that’s easy to maintain and extend. Thanks! Purnima
$20 AUD in 40 days
6.8
6.8

I specialize in creating custom AI solutions that streamline processes and improve user experiences. With our expertise, we can develop a Python-based AI chatbot tailored to your specific requirements. This chatbot will provide accurate statistics and performance metrics from your database, ensuring efficient dissemination of information to your visitors. I understand the importance of maintaining a focused approach in responses, as outlined in your project description. Our team has 20+ 5-star reviews on similar projects, showcasing our proficiency in delivering high-quality solutions that meet client expectations. The worst that can happen is you walk away with a free consultation! Regards, InterconnectBPO
$15 AUD in 7 days
6.8
6.8

Hello, With a decade of experience in web development and an explicit focus on automation, WellSpring Infotech is poised to deliver precisely what you need with your AI chatbot + automation project. Our team's expertise ranges from WordPress to Squarespace, but it's our commitment to modern, scalable, and responsive designs that guarantee the success of any project we embark on, just like yours. Critical to your project's success is the ability of the AI bot to supply accurate information always. Given our experience in designing and developing eCommerce websites with functionalities that require real-time data, we have the know-how to handle the ingestion, embedding, and retrieval for your structured dataset. We consistently produce clean and commented code to ensure deployability as well as error handling provisions for rate-limits protection. Moreover, let me assure you that On-Time Project Delivery and transparent communication are not clichéd phrases for us; they are adherence values that have helped us build a strong and satisfied-client base over the years. Lastly, we will happily provide a detailed README alongside an instructive video/GIF demo — so you're never left in the dark about your functional tool. Let's equip your business with an intelligently-functional custom AI chatbot!" Thank you
$15 AUD in 40 days
6.9
6.9

Hi As a highly-experienced and ISO-certified team, we are fully equipped to deliver your Custom AI Chatbot with Alert Automation project. Our expertise in AI Chatbots precisely aligns with your needs: disseminating fact-based information and technical query resolution. Additionally, our proficiencies in Python and Software Architecture will ensure that all your requirements for the deployed chatbot widget, as well as the source code and automation script are not just met but exceeded. Moreover, our team has rich experience with data ingestion, embedding, retrieval, and generating summaries/alerts. We understand how crucial automated updates and actionable alerts are to keep all stakeholders continuously in the loop with minimum manual effort. Lastly, what sets us apart is our dedication to providing clean, well-commented code with great emphasis on error handling including rate-limit protection - ensuring a seamless experience for you and your users. Thanks...
$15 AUD in 40 days
7.0
7.0

This sounds like an internal facts-and-metrics assistant rather than a generic chatbot, so I’d keep the whole build grounded in your structured data and make sure every answer traces back to retrieved records or calculated values. I’d start by reviewing the database shape and the kinds of product/staff metrics you expect, then build a Python ingestion layer that normalizes the data, creates embeddings where useful, and keeps numeric calculations handled directly instead of guessed by the model. For the local widget, I’d expose a small backend service and a simple chat UI hosted on your machine, with guardrails so the bot answers only from supplied facts. The automation layer would watch for new records, generate weekly/monthly summaries, and send digest emails with retry handling and clear logs. I’d also include rate-limit protection, fallback messages when data is missing, a README, and a short demo GIF/video. Ready to start.
$23 AUD in 60 days
6.9
6.9

As you may have seen from my extensive skill set, I am a perfect match for your Custom AI Chatbot project. For the past 10+ years, I have dedicated my career to developing AI technologies that align precisely with your requirements, ensuring factual accuracy and efficient information retrieval. I've notably built RAG Systems that deliver reliable retrieval-augmented generation throughout the entirety of AI pipelines, in addition to working on automation and alerting systems like the ones you described. Moreover, my expertise extends beyond chatbots alone. I possess in-depth knowledge of automation workflows through tools like n8n that will be instrumental in creating your lightweight automation layer for data monitoring, summaries, and alerts. Having worked with structured datasets for years now, I assure you seamless ingestion, embedding, and retrieval processes.
$30 AUD in 20 days
6.8
6.8

With over 7 years as an AI and Cloud Developer, I am the ideal fit for your custom AI Chatbot and Alert Automation project. My proficiencies span across Python, FastAPI, Node.js, React, cloud platforms, and database systems - precisely the stack of technologies you seek for your project. I specialize in building scalable backend systems, AI-powered platforms, and modern web dashboards which aligns seamlessly with the requirements outlined in your project description. My approach to project development always emphasizes clean architecture, scalability, and production-ready systems that support real-world applications. I consistently deliver reliable and efficient applications that leverage AI models, cloud infrastructure, and user-friendly interfaces. With this as always my focus, I assure you a deployed chatbot widget hosted on your own computer, clear source code with precise setup instructions, an automation script generating email summaries/alerts as specified plus a brief README document too.
$35 AUD in 40 days
6.8
6.8

Hi! Your chatbot has one job: know the facts and resist the temptation to become a motivational speaker. ? That's exactly how I'd build it. I'm a Mechanical Engineer with strong Python and AI integration experience, and I can develop a RAG-based chatbot that answers only from your knowledge base—no hallucinated marketing fluff, no "As an AI..." essays, just accurate product information. Here's what you'll get: ? Python AI chatbot integrated into your website Knowledge base ingestion with embeddings (FAISS or Pinecone) Fast and accurate semantic search using LangChain Automated daily summaries and email alerts Error handling, API rate limiting, and clean, well-commented code Clear README plus a short demo video/GIF showing everything working I believe AI should know when to say "I don't know" instead of confidently inventing the diameter of a bolt that never existed. Accuracy comes first. If your acceptance test throws tricky product questions at the bot, that's perfect—I enjoy breaking my own software before clients do. Let's build an AI assistant that reads the manual so your customers don't have to. Looking forward to working with you!
$18.50 AUD in 14 days
6.7
6.7

Hi there, I understand you need a Python-based AI agent that runs locally on your computer, answers technical questions using accurate data and calculated performance metrics from your structured database, and stays focused strictly on factual information. Alongside the chatbot, you also require an automation layer that monitors database updates, generates weekly/monthly summaries, and automatically sends email alerts or digests to stakeholders. My approach would be to develop a local Python AI assistant with a conversational interface backed by an efficient retrieval pipeline that queries your database, performs the required calculations, and returns precise, context-aware responses. I will also build an automation module that monitors data changes, generates scheduled summaries, and delivers configurable email notifications. The solution will include robust error handling, logging, rate limiting, and clean, well-documented code to ensure reliability and easy future expansion. Could you please share which database you're using (MySQL, PostgreSQL, SQL Server, SQLite, etc.) and whether the performance metrics are already stored or need to be calculated dynamically from the raw data? I'm ready to start immediately. Warm Regards, Aneesa.
$15 AUD in 40 days
6.4
6.4

Hi Sir, I have 7 years of experience and 126+ client reviews. I can build your local Python AI agent with database ingestion, embeddings, retrieval, accurate metric-based responses, and a focused chatbot interface. Deliverables will include clean Python source code, local deployment setup, error handling, rate-limit protection, README, and a short demo.
$15 AUD in 40 days
6.4
6.4

Hi, We’ve built similar AI agents that pull product data from structured sources and deliver accurate answers. One of our recent projects involved creating a product FAQ chatbot that used LLMs to answer questions based on product specifications, user reviews, and other relevant data. We also integrated a daily email summary feature to keep internal teams updated on customer inquiries. For your project, we can use LangChain with a vector database like Pinecone or FAISS to ensure fast and accurate responses. We’ll also implement robust error handling and logging to monitor the system’s health. Let’s schedule a 10-minute call to discuss your requirements in more detail and see if I’m the right fit for this exciting project. Best regards, Adil
$25 AUD in 40 days
6.1
6.1

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