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# Project: AI Investment Research Agent The **AI Investment Research Agent** is a full-stack web application designed to simplify stock market research by combining real-time financial data with the power of Artificial Intelligence. Instead of manually analyzing company reports, financial metrics, and market news from multiple sources, users can enter the name or stock symbol of a company and receive a comprehensive AI-generated investment analysis within seconds. The application integrates the **Gemini AI API** and **Finnhub API** to gather accurate and up-to-date information about publicly traded companies. Finnhub provides live company profiles, stock quotes, and the latest financial news, while Gemini AI processes this information to generate meaningful insights that are easy for investors to understand. ### Key Features * **AI-Powered Investment Analysis** * Generates a detailed summary of the selected company. * Evaluates the company's financial health using available market data. * Analyzes competitive market position and overall business performance. * Identifies potential investment risks and future growth opportunities. * Provides an AI-generated investment recommendation (Buy, Hold, or Sell) with supporting reasoning. * **Real-Time Market Data** * Retrieves live stock prices and company information using the Finnhub API. * Displays essential financial metrics to help users understand current market conditions. * Fetches the latest business and financial news related to the selected company. * **Company Research Dashboard** * Presents all investment insights in a structured and visually appealing dashboard. * Displays financial information, company overview, news articles, AI analysis, and recommendations in separate sections for improved readability. * Enables users to quickly compare company performance using key metrics. * **Responsive User Interface** * Designed with a clean and modern layout that works seamlessly across desktops, tablets, and mobile devices. * Focuses on usability and intuitive navigation, allowing users to access important information with minimal effort. * **Error Handling and Performance** * Validates user input before processing requests. * Handles invalid stock symbols and API failures gracefully with informative error messages. * Implements caching mechanisms to reduce unnecessary API requests and improve application performance. * Optimized backend services for faster response times and improved reliability. ### Application Workflow 1. The user enters a company name or stock symbol. 2. The backend resolves the company symbol if necessary. 3. Finnhub API retrieves the company's profile, stock quote, and recent financial news. 4. The collected data is sent to the Gemini AI model for analysis. 5. Gemini AI evaluates the information and generates: * Company overview * Financial health assessment * Market position analysis * Potential risks * Growth opportunities * Investment recommendation * Confidence score with detailed reasoning 6. The application displays the results in an interactive dashboard, making complex financial information easy to understand. ### Technical Highlights * Built using a modern client-server architecture. * Developed RESTful APIs using **Node.js** and **[login to view URL]**. * Integrated third-party APIs for real-time financial information. * Utilized AI prompt engineering to generate structured investment reports. * Implemented reusable React components for better scalability and maintainability. * Designed responsive layouts using modern HTML, CSS, and JavaScript practices. * Organized backend services into modular controllers, services, and utility functions to improve code quality and future extensibility. ### Technologies Used **Frontend** * React.js * JavaScript (ES6+) * HTML5 * CSS3 **Backend** * Node.js * [login to view URL] **APIs & AI** * Gemini AI API * Finnhub API * REST APIs **Development Tools** * Git * GitHub * Visual Studio Code * Postman * npm ### Learning Outcomes This project strengthened my understanding of full-stack web development, REST API integration, AI-powered application development, asynchronous programming, prompt engineering, responsive UI design, and backend architecture. It also enhanced my ability to work with real-time data, optimize application performance, and build scalable web applications using modern JavaScript technologies.
Project ID: 40603905
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62 freelancers are bidding on average ₹22,385 INR for this job

I can help you create the full-stack web application that integrates the Gemini AI API and Finnhub API for real-time financial data. The first step will be to set up the basic project structure with React.js and ensure that the API connections are functioning correctly. Based in Toronto, Canada, I work efficiently and prioritize communication to keep you updated throughout the process.
₹12,500 INR in 3 days
5.9
5.9

Dear Client, I read "AI-Based Stock Market Research App" carefully and understand what you're looking to achieve with this Mern Stack Development project. My hands-on experience with JavaScript, Node.js, React.js aligns directly with what you need. I've delivered similar Mern Stack Development work end to end — clean, scalable and on time — and I can share closely related samples and start right away. A few quick questions to get us started: 1. Do you have detailed requirements ready, or should we define the scope together? 2. What's your target timeline for the first working version? 3. Are there existing designs, code or systems I should build on? Thanks & Regards, Deepak
₹24,375 INR in 14 days
4.9
4.9

The biggest risk with this kind of app isn't the AI output, it's prompt design. If you send raw Finnhub data to Gemini without structuring it first, the analysis will be inconsistent and sometimes hallucinate metrics. I'll build a data normalization layer between Finnhub and Gemini so every prompt follows a strict template, giving you reliable Buy/Hold/Sell outputs with consistent confidence scores. I'll set up the Node.js + Express backend with modular service layers for Finnhub and Gemini, build the React dashboard with reusable card components for each analysis section, and add response caching so repeated lookups don't burn through API quotas. 1) Do you already have Finnhub and Gemini API keys, or do you need me to set up the accounts too? Happy to talk details in chat. Shayan
₹13,750 INR in 9 days
5.0
5.0

AI prompt engineering to structure investment analysis is the part that decides quality here. Gemini prompts will need tuning to pull out actionable insight, not just restate Finnhub numbers. I built a similar AI-powered market dashboard integrating multiple live feeds, with prompt logic that segmented risk, growth, and recommendation. I’d use React.js for the dashboard, Node.js/Express for the backend, modular routing for Finnhub/Gemini integrations, and a cache layer (Redis or simple in-memory) to avoid extra API hits. Error handling for symbol lookup and API limits is a must—those edge cases will break the flow if unplanned. Are both Gemini and Finnhub APIs already activated for your accounts? If so, I can outline the prompt flow and UI sections in detail. Pradeep
₹25,000 INR in 7 days
4.4
4.4

Hi there, Your project "AI-Based Stock Market Research App" instantly caught my attention — it's exactly the kind of work we love to take on. I love turning a solid brief like yours into a polished result you’ll be proud to put your name on. From your brief I can see this involves web app, react, node — all areas we handle in-house. We specialise in JavaScript, HTML5, Node.js, React.js, which lines up directly with what you need. How we'd approach it: - Map out the scope, pages and data models up front - Build the frontend and backend with clean, scalable code - Test across devices and browsers, then deploy - Hand over with documentation and post-launch support From kickoff to final handover, I’ll keep things transparent, on schedule, and squarely focused on your goals. Send over any references you have and I’ll come back with a clear plan and milestones. Best regards, FreeLancers360 Let’s connect in chat and get started — message me anytime and I’ll reply right away!
₹12,500 INR in 5 days
4.1
4.1

Hi, I understood you need an AI Investment Research Agent — a full-stack app that lets users enter a company name or symbol and instantly get an AI-generated investment analysis, combining real-time data from Finnhub with Gemini AI's analysis for company overview, financial health, market position, risks, growth opportunities, and a Buy/Hold/Sell recommendation. This is exactly the kind of AI-integrated, data-driven build I enjoy working on. My approach: a React front-end with a structured dashboard (separate sections for financials, news, AI analysis, and recommendations), and a Node.js/Express backend organized into modular controllers and services. I'd integrate the Finnhub API for live quotes, company profiles, and news, then pass that data to Gemini AI using well-engineered prompts to generate consistent, structured investment reports with confidence scoring. I'd add input validation, graceful error handling for invalid symbols or API failures, and caching to reduce redundant API calls and keep response times fast. The UI would be fully responsive across desktop, tablet, and mobile. Deliverables: a working full-stack application with the complete workflow from symbol entry to AI-generated dashboard output, clean modular code, and documentation for setup and API usage. I focus on clean architecture and reliable AI integrations. I'd love to discuss further — message me to get started.
₹25,000 INR in 2 days
4.2
4.2

Stock market research app with React, Node.js, Express, Gemini AI, and Finnhub — exactly the stack in your spec and one we work with daily. We'll build it end-to-end: React dashboard with company search, Finnhub integration for live quotes and news, Node/Express backend orchestrating Gemini AI prompts, and a clean sectioned UI for each insight type. Caching to cut unnecessary API calls and graceful error handling for bad symbols are both included. We've shipped similar data-intensive apps integrating multiple third-party APIs. The scope here is well-defined and achievable quickly. Ping me and we can get started right away.
₹18,000 INR in 10 days
4.0
4.0

With over 9 years of experience in the development field, my team and I are confident that we can bring your AI Investment Research Agent project to fruition. Our expertise in JavaScript, Node.js, and React.js aligns perfectly with the technologies required for this task. As well, our past experience in RESTful API integration and working with complex financial data makes us exceptionally suited for this project. On top of our technical skills, we pride ourselves on providing high-quality work to our clients and have a strong reputation for effective project management. We understand the importance of accuracy and efficiency when handling financial data and have implemented error-handling mechanisms in our previous projects to ensure reliability even under challenging circumstances. Moreover, choosing us for your project is choosing a long-term relationship. We offer cost-effective solutions without compromising quality, provide 3-months free support post-delivery of the project, and also provide affordable offers for hosting and domain services. Thank you for considering us and we look forward to turning your idea into reality!
₹25,000 INR in 7 days
4.4
4.4

Hello, I understand you're looking to build an AI-powered investment research platform that combines live market data with actionable insights in a fast, intuitive dashboard. The key is delivering accurate analysis while keeping the application responsive and scalable. For this project, I'll build a React-based frontend with a clean, responsive interface and a Node.js/Express backend that integrates the Finnhub and Gemini APIs. I'll implement efficient data fetching, caching, and robust error handling for invalid symbols and API failures. The dashboard will present company profiles, financial metrics, news, AI-generated analysis, risk assessment, growth opportunities, and Buy/Hold/Sell recommendations in a structured, user-friendly format with modular, maintainable code. As final deliverables, you'll receive a fully functional web application, documented REST APIs, clean source code, and deployment-ready project files. One thing I'd like to confirm before we start: Do you already have Gemini and Finnhub API keys, or should I configure the project using my own for development? Estimated timeline: 3–4 days, including development, API integration, testing, optimization, and final handover.
₹18,000 INR in 4 days
3.4
3.4

The success of this application depends on more than connecting Gemini and Finnhub APIs—it requires presenting reliable, explainable investment research in a way that's fast, structured, and easy to understand. The architecture should also be flexible enough to support additional data providers or AI models as the platform evolves. I'd build the application with a modular React frontend and a Node.js/Express backend, separating data collection, AI analysis, caching, and report generation into independent services. Finnhub data would be validated and normalized before being passed to Gemini, with prompt engineering focused on producing consistent reports covering financial health, market position, risks, growth opportunities, confidence scores, and investment recommendations. To improve performance, I'd implement caching, graceful error handling, and API rate-limit management while keeping the UI responsive across desktop and mobile. The result would be a maintainable research platform that's easy to extend with additional financial indicators, watchlists, portfolio tracking, or alternative AI models without restructuring the core application. One question: should the AI analysis be generated on every request using live Finnhub data, or would you prefer storing previous reports and refreshing them periodically to reduce API costs and improve response times?
₹12,500 INR in 4 days
3.3
3.3

Hi, I reviewed your project: AI-Based Stock Market Research App. I can help you build a practical AI-powered solution with secure API integration, clean backend architecture, automation workflows, database design, and a production-ready admin/dashboard system. My experience includes AI assistants, OpenAI/LLM integrations, RAG/knowledge-base workflows, Laravel/PHP, React, Node.js, APIs, databases, and deployment. Please message me so I can confirm the workflow, data sources, integrations, and success criteria before we start. Portfolio: https://www.freelancer.com/u/irfanui Regards, Mohammad 4th Dimension Partners
₹37,500 INR in 36 days
3.1
3.1

Hello, I am Ankit. Szeretném tisztázni, hogy a nalgondai kutatóalkalmazásban a React felület mely szekcióit szeretnéd elsőként látni, és a cégkeresés pontos mezőit előre megadod‑e. A letisztult HTML, CSS és JavaScript alapú felület segíti az indiai felhasználókat abban, hogy gyorsan átlássák a pénzügyi adatokat. A dashboardot modern elrendezéssel, tiszta komponensekkel és jól tagolt információblokkokkal építem fel. Gyakori kockázat a túl sok adat egy képernyőn, ami rontja az értelmezést. Let's discuss in more detail now. Melyik pénzügyi metrikák legyenek kiemelve a fő nézetben?
₹12,500 INR in 3 days
3.2
3.2

Hi, Thanks for sharing your project. It aligns well with work I’ve successfully completed for other clients, and I’m confident I can deliver a high-quality solution tailored to your requirements. Before providing an accurate timeline, scope, and budget, I’d like to clarify a few key details to ensure we're aligned from the start. Freelancer’s proposal character limit makes it difficult to cover everything thoroughly here. If you're available, let's connect via chat. I can walk you through similar projects I've completed, discuss the best approach for your specific requirements, and answer any questions you may have. Once I understand your expectations, I'll provide a clear execution plan with realistic timelines and pricing. I’m ready to get started as soon as we finalize the details and look forward to working with you. Best regards, Mayank Sahu
₹25,000 INR in 7 days
2.3
2.3

Hello, After carefully analyzing the project description, it is evident that the project requires the development of a sophisticated AI-based stock market research application. As a full-stack developer with a focus on AI-powered solutions, I am excited about the opportunity to work on this innovative project. The AI Investment Research Agent you envision will revolutionize stock market research by providing users with instant, comprehensive investment analysis through the integration of Gemini AI and Finnhub APIs. By automating the analysis of financial data and market news, investors can make informed decisions efficiently. I understand the importance of real-time market data, responsive user interfaces, error handling, and performance optimization in such a complex application. My experience in building modern client-server architectures, utilizing RESTful APIs, and integrating third-party APIs aligns perfectly with the technical requirements of this project. By leveraging my expertise in React.js, Node.js, and AI technologies, I am confident in delivering a seamless and intuitive application that meets your expectations. I am eager to discuss further details and share insights on the development approach. Please feel free to open a chat to explore how we can bring your AI Investment Research Agent to life. Sincerely, Rajesh Rolen
₹25,000 INR in 7 days
2.4
2.4

Drawing on my extensive experience in AI and Machine Learning, I am excited to bring my skills to your AI Investment Research Agent project. As the former CTO of an AI startup, I have successfully led and executed the development of various sophisticated digital products, some similar to your stock market research app. These include AI-powered analytics platforms, dashboard creation, and CRM integrations, all of which required the kind of knowledge you seek. This makes me uniquely qualified to offer an end-to-end solution for your app's frontend and backend needs Moreover, my pragmatic experience with APIs will come in handy while integrating with the Gemini AI API and Finnhub API for real-time data collection. I have also created extensively reusable React components for better scalability and maintainability- a vital need in an application like yours. Lastly, I am well versed in deploying scalable systems on the cloud and managing databases efficiently. My approach to design and development is centered around providing user-friendly experiences without compromising performance; thus I will ensure your application is highly responsive across all devices. With my skills set aligned with
₹12,500 INR in 7 days
2.3
2.3

Hello! Your AI project, AI-Based Stock Market Research App, is a strong match for my experience. I can develop the complete solution with OpenAI/LLM integration, RAG, secure APIs, automation workflows, database design, and a clear admin dashboard. The focus will be reliable results, clean architecture, and a system ready for real users. Please share your data sources, required integrations, and expected AI output so I can suggest the right implementation plan. Portfolio: https://www.freelancer.in/u/heenafullstacken Thank you, Heena | A Plus IT House
₹37,500 INR in 50 days
2.0
2.0

## I can build an AI investment research web app for your platform where stock traders read AI market reports in seconds and the admin monitors API usage limits from one dashboard.## I have 4 years of experience building full-stack AI applications using React, Node.js, and REST APIs. ▶▶ Admin Roles: Admin configures Gemini AI prompt rules. Admin monitors Finnhub API key usage. Admin manages system user access tokens. Admin tracks error logs on server. ▶▶ User Roles: Investors search stock tickers easily. Traders view real-time market data quotes. Users read AI buy-hold-sell reports. Members view recent financial news lists. Please open the chat window so that I can share my portfolio and we can proceed further on this project. In addition to your project needs, I'll provide you with clean source code, free bug patches, and maintenance. I am awaiting your positive response. Regards, Ritesh
₹13,000 INR in 7 days
0.8
0.8

Your project requires more than simply connecting APIs — the main challenge is building a reliable workflow that transforms real-time financial data into structured, explainable investment insights with low latency and a clean user experience. I can deliver this as a modular full-stack application using React for the dashboard and Node.js/Express for the backend layer. The backend would handle symbol resolution, Finnhub data aggregation, news retrieval, Gemini prompt orchestration, caching, and error handling in a structured service architecture. The AI layer can be designed to generate consistent investment reports with sections such as financial health, market position, risks, opportunities, recommendation, and confidence scoring. For performance and API cost optimization, I would implement response caching and parallelized requests where applicable. The frontend would focus on fast rendering, responsive layouts, and clear presentation of metrics, news, and AI-generated analysis. The delivery can include: - Responsive React dashboard - REST API with Express - Gemini + Finnhub integrations - Structured AI prompt templates - Error handling and validation - Caching strategy for repeated requests - Clean project organization for future scalability I can also structure the application to make future additions easier, such as watchlists, historical tracking, authentication, or portfolio analysis features.
₹37,500 INR in 12 days
0.7
0.7

Looking for a reliable full-stack developer to build a fast, responsive, and scalable web application? You're in the right place! I specialize in developing modern web applications using JavaScript, React, and Node.js. Whether you need a custom web app, business dashboard, REST API, or complete full-stack solution, I can deliver clean, maintainable, and high-quality code tailored to your requirements. What I Offer Full-stack web application development Responsive and modern UI with React Backend development with Node.js REST API development and integration Database integration (SQL or NoSQL) Authentication and user management Bug fixing and performance optimization Deployment and production support Why Choose Me? Clean, scalable, and well-documented code Responsive communication throughout the project On-time delivery Focus on performance, security, and best practices Client satisfaction is my top priority
₹25,000 INR in 7 days
0.0
0.0

Hi, Thanks for sharing your project. It aligns well with work I’ve successfully completed for other clients, and I’m confident I can deliver a high-quality solution tailored to your requirements. Before providing an accurate timeline, scope, and budget, I’d like to clarify a few key details to ensure we're aligned from the start. Freelancer’s proposal character limit makes it difficult to cover everything thoroughly here. If you're available, let's connect via chat. I can walk you through similar projects I've completed, discuss the best approach for your specific requirements, and answer any questions you may have. Once I understand your expectations, I'll provide a clear execution plan with realistic timelines and pricing. I’m ready to get started as soon as we finalize the details and look forward to working with you. Best regards, Mayank Sahu
₹12,500 INR in 11 days
0.0
0.0

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