Project Ideas

43 ideas · Build and monetize with open source

StockAI

Trending~1 month

A financial advisor AI that uses natural language processing to analyze market trends and provide trading insights

Trading / Finance

Build an AI-based financial advisor that ingests news, social media, and market data to provide actionable trading insights. It will leverage the 'claude-for-financial-services-cn' repository to offer insights tailored to the Chinese market. The AI will analyze text data to identify sentiment and potential market movements, providing users with a unique edge in trading decisions.

Monetization

Offer a subscription-based model with tiers starting at $49/month for individual traders and scaling up to $499/month for institutional investors, including access to advanced analytics and personalized trading strategies.

Stack:PythonNLPTensorFlowNatural Language Toolkit

Financial Trading Arbitrage Bot

Trending~1 week

Automate cross-exchange cryptocurrency arbitrage with real-time alerts and state recovery.

Trading / Finance

Build upon the binance-deribit-btc repository to create an automated trading bot that identifies arbitrage opportunities between Binance and Deribit, executing trades to capitalize on price discrepancies. This bot could send Telegram alerts to notify users of potential trades and use Redis for state recovery to ensure continuity.

Monetization

Charge users a percentage of the profits made through the bot, or offer a subscription model with varying levels of access to features such as multiple exchange support and custom trade strategies.

Stack:PythonTelegram APIRedis

AI-Generated Financial Trading Bot

Trending~1 week

A trading bot that uses AI to identify arbitrage opportunities across cryptocurrency exchanges.

Trading / Finance

A bot designed for cryptocurrency traders that identifies and executes arbitrage trades across different exchanges. It uses AI to analyze market data and execute trades when discrepancies in prices are detected, providing a passive income stream for users.

Monetization

Offer the bot as a subscription service, charging a monthly fee or a percentage of profits generated by the bot.

Stack:PythonPandasNumPy

Real-Time Stock Arbitrage Bot

Trending~1 month

Automate cross-exchange cryptocurrency trading with real-time alerts.

Trading / Finance

Create an automated trading bot that identifies arbitrage opportunities between Binance and Deribit for BTC and other cryptocurrencies. The bot would use Redis for state recovery and provide real-time alerts via Telegram. It would also offer a dashboard for monitoring trades and market conditions, making it easier for traders to capitalize on price discrepancies.

Monetization

Monetize the bot through a subscription model, charging users a monthly fee for access to the trading bot and its features. Offer tiered pricing based on the number of trades and the level of automation desired.

Stack:PythonRedisTelegram API

Cross-Exchange Arbitrage Bot

Trending~1 week

An AI-powered bot for cross-exchange arbitrage trading with Telegram alerts and Redis state recovery.

Trading / Finance

Develop a bot that automates arbitrage trading across different exchanges, specifically targeting the Binance and Deribit BTC markets. Utilize AI to analyze price discrepancies and execute trades for profit. Offer features like real-time Telegram alerts, Redis-based state recovery for reliability, and customizable trading strategies.

Monetization

Charge a percentage of the profits generated by the bot, or offer a subscription model with tiered pricing based on the number of supported exchanges.

Stack:PythonRedisTelegram

Real-Time Aircraft Tracking Visualization

Trending~1 month

A live aircraft tracking system that projects flight paths onto surfaces in real-time.

Trading / Finance

Build upon the skylight project to create a system that not only tracks aircraft in real-time but also projects their flight paths onto walls or ceilings using a combination of RTL-SDR and custom software. This system could be used for educational purposes, flight enthusiasts, or even integrated into home automation systems.

Monetization

Sell the software as a SaaS product with a subscription model, starting at $30/month for enthusiasts and $100/month for educational institutions, offering additional features like detailed flight data and historical tracking.

Stack:PythonRTLSDROpenGL

AI-Driven Trading Assistant

Trending~1 month

An AI-powered trading bot that automates and optimizes trades on platforms like Polymarket and Hyperliquid.

Trading / Finance

Create a trading bot that utilizes AI to analyze market trends and execute trades on behalf of users. The bot will integrate with existing platforms, providing a seamless experience while leveraging advanced algorithms to maximize profits. The bot will also include features for risk management and customizable trading strategies.

Monetization

Charge a subscription fee for access to the trading bot, with tiered plans offering different levels of customization and performance metrics. Additionally, offer a revenue-sharing model where a percentage of profits is taken as a service fee.

Stack:PythonMachine LearningAPI IntegrationPolymarketHyperliquid

AI Trading Bot for Hyperliquid Markets

Trending~1 week

A trading bot that leverages AI to optimize trades on hyperliquid markets.

Trading / Finance

Build an AI-powered trading bot that specializes in hyperliquid markets, using machine learning algorithms to analyze market data and execute trades. The bot will offer features like real-time alerts, risk management, and customizable trading strategies. Unique in its focus on hyperliquid markets and the use of advanced AI, it will provide traders with a competitive edge in fast-paced trading environments.

Monetization

Offer the trading bot as a SaaS with a subscription model, charging users based on the number of trades executed and the volume of transactions. Provide a free tier for limited use and paid tiers for more extensive trading capabilities.

Stack:PythonTensorFlowPandasWebSocket

Polymarket AI Trading Assistant

Trending~1 month

An AI-powered trading assistant for Polymarket designed to optimize trading strategies and automate decisions.

Trading / Finance

Develop an AI trading assistant that integrates with the Polymarket platform. The assistant will analyze market data, user trading history, and external factors to suggest optimal trading strategies, automate trades based on predefined conditions, and provide real-time alerts for potential opportunities.

Monetization

Sell the AI trading assistant as a subscription service with different tiers based on the level of automation and access to advanced trading features. Offer a limited free trial to attract users.

Stack:PythonMachine LearningAPI IntegrationPolymarket

AI Trade Arbitrage Bot

Trending~1 month

A bot that identifies arbitrage opportunities across multiple AI trading platforms.

Trading / Finance

Develop an AI-based trade arbitrage bot that uses data from various AI trading platforms like polymarket and hyperliquid. The bot will analyze price discrepancies and execute trades to capitalize on arbitrage opportunities. It will be designed to work in real-time, providing traders with a competitive edge in the fast-paced trading environment.

Monetization

Offer the bot as a subscription service with different plans based on the number of supported platforms and trading volumes. Provide a revenue share model for successful trades executed by the bot.

Stack:PythonFlaskReact

Automated Crypto Trading Arbitrage

Trending~1 month

An AI-powered trading bot for detecting and executing arbitrage opportunities.

Trading / Finance

Leveraging 'polymarket-trading-bot' and 'hyperliquid-trading-bot', create a bot that monitors multiple cryptocurrency exchanges to find and execute arbitrage trades. The bot will automatically place and close trades when a profit opportunity is identified.

Monetization

Charge a percentage of profits as a commission, or offer a subscription service with different plans based on trading volumes and supported exchanges.

Stack:PythonNode.jspolymarket-trading-bothyperliquid-trading-bot

Cryptocurrency Trading Arbitrage Bot

Trending~1 week

An AI-powered trading bot that identifies arbitrage opportunities across cryptocurrency exchanges.

Trading / Finance

Build a trading bot that leverages AI to analyze price discrepancies across different cryptocurrency exchanges and execute trades to capitalize on these opportunities. The bot would monitor multiple exchanges in real-time, calculate the potential profit, and automatically execute trades when favorable conditions are met. It would be built on existing trading APIs and AI frameworks.

Monetization

Offer the bot as a SaaS product with a subscription fee. Users can also be charged a percentage of profits made through the bot, incentivizing users to use the bot and ensuring the service's profitability.

Stack:PythonTensorFlowBinance API

Open-Source AI Trading Assistant

Trending~1 month

An AI-powered trading bot that automates trades based on open-source intelligence.

Trading / Finance

Create an AI trading bot that incorporates open-source financial data and algorithms to execute trades automatically. The bot will be open-source, allowing the community to contribute and improve the trading strategies, while the developer earns through a SaaS model offering premium features and advanced analytics.

Monetization

Charge a monthly subscription for access to the trading bot, with tiered plans offering additional features like advanced analytics, custom strategies, and priority support.

Stack:PythonPandasNumPy

Crypto Trade Bot Optimizer

Trending~1 month

An AI-powered tool that optimizes trading bot strategies for crypto markets.

Trading / Finance

Develop an AI tool that analyzes and improves the performance of existing crypto trading bots. It will use machine learning to identify the best strategies and parameters, providing recommendations to enhance profitability. The tool can be integrated with various trading platforms and bots.

Monetization

Provide the tool as a SaaS product with a monthly subscription, offering different packages based on the level of AI optimization and support.

Stack:hyperliquid-trading-botaster-bot

Polymarket Trading Assistant

Trending~1 week

A trading bot that automates Polymarket trades based on user-defined strategies.

Trading / Finance

This trading bot is designed to interact with the Polymarket platform, allowing users to execute trades automatically based on predefined strategies. It leverages existing open-source trading bots and adds a user-friendly interface for configuring trades, risk management, and performance tracking. The bot can be used by individual traders and hedge funds to streamline their trading operations.

Monetization

Offer the bot as a subscription service with different tiers based on the complexity of strategies and the number of trades executed.

Stack:PythonPandasNumPyFlask

Personalized AI Trading Bot

Trending~1 month

Customizable AI-driven trading bot for cryptocurrency markets.

Trading / Finance

Build a trading bot that utilizes machine learning and AI models like those in arbitrage-trading-bot and hyperliquid-trading-bot to execute trades on behalf of users. Offer customization options allowing users to tweak the bot's trading strategy based on their risk tolerance and investment goals.

Monetization

Monetize through a subscription model where users pay a monthly fee for access to the trading bot. Offer premium features like advanced analytics and personalized bot configurations.

Stack:PythonPandasTensorFlow

Polymarket Arbitrage Bot

Trending~1 month

An AI-powered trading bot designed to find and execute arbitrage opportunities on Polymarket.

Trading / Finance

Polymarket Arbitrage Bot is an AI trading bot that leverages the 'polymarket-trading-bot' repository to identify and execute arbitrage opportunities on the Polymarket platform. It uses machine learning algorithms to analyze market data in real-time, detect discrepancies in prices across different markets, and automatically execute trades to capitalize on these opportunities.

Monetization

Charge a percentage of the profits generated by the bot for each user. For example, a 20% cut of all profits made by the bot could be a fair and attractive pricing model for users looking to leverage arbitrage opportunities.

Stack:Pythonpolymarket-trading-botPandasNumPy

AI Trading Assistant

Trending~1 week

An AI-powered trading bot for the Polymarket platform.

Trading / Finance

Build a trading bot tailored for the Polymarket platform that leverages AI to analyze market trends and execute trades. Incorporate machine learning algorithms to predict market movements and optimize trading strategies. Offer real-time analytics and customizable alerts to keep users informed about their investments.

Monetization

Monetize by offering the bot as a subscription service, with tiered pricing based on the level of AI sophistication and features offered. Provide a free trial to attract users.

Stack:PythonMachine LearningPolymarket API

Automated Trading Bot with AI Analysis

Trending~1 month

A trading bot that uses AI to analyze market trends and execute trades on behalf of users.

Trading / Finance

Develop an automated trading bot that leverages AI to analyze market data and execute trades on platforms like Polymarket. The bot will monitor market trends, identify potential arbitrage opportunities, and execute trades for maximum profit. The bot can be offered as a SaaS product with a monthly subscription fee or a performance-based commission.

Monetization

Charge a monthly subscription for access to the bot, or take a percentage of profits generated by the bot. Offer premium features for an additional fee.

Stack:PythonMachine Learning LibrariesAPI Integration

Automated Trading Strategies Marketplace

Trending~1 month

A platform for trading enthusiasts to share and trade AI-driven trading strategies.

Trading / Finance

Develop a marketplace for trading strategies that leverage AI, similar to 'arbitrage-trading-bot' and 'polymarket-trading-bot'. Users can upload their strategies, which are then backtested using historical data before being listed on the platform. Traders can subscribe to these strategies and receive real-time trading signals.

Monetization

Charge a subscription fee for access to the platform and a commission on successful trades made using the strategies. Offer additional features like strategy customization and performance analytics for an extra fee.

Stack:PythonFlaskReact

Intelligent A-Share Trading Assistant

Trending~1 month

Develop an AI-powered trading assistant for A-share markets using a full-stack data toolkit.

Trading / Finance

This project aims to create an AI-driven trading assistant that can analyze China A-Share market data and provide investing suggestions. The assistant will utilize a full-stack data toolkit to aggregate data from multiple sources, process it, and generate trading insights. It will offer a user-friendly interface for traders to make informed decisions.

Monetization

Offer a tiered subscription model where basic features are free, and advanced features such as real-time alerting, detailed analytics, and personalized trading strategies are available for a monthly fee.

Stack:a-stock-dataagents-best-practiceszerostack

Data-Driven Trading Assistant

Trending~1 month

A full-stack A-Share data toolkit for AI coding assistance in the Chinese stock market.

Trading / Finance

Develop a toolkit that consolidates data from multiple sources, providing a comprehensive view of the A-Share market. Incorporate AI capabilities to analyze trends and generate trading signals, assisting traders and investors. The tool will offer real-time data, predictive analytics, and risk assessment, catering to both novice and professional traders.

Monetization

Provide the toolkit as a subscription-based service, with different plans catering to various user needs, such as basic, pro, and enterprise plans.

Stack:RustAIData analysis

Real-Time Stock Trading Bot

Trending~1 month

A cryptocurrency trading bot that leverages AI for real-time market analysis.

Trading / Finance

Develop a trading bot that uses AI from the okx-agent-trade-kit to analyze market trends and execute trades automatically. The bot would offer various strategies based on market conditions and allow users to set their risk appetite. It would integrate with popular exchanges via their APIs for real-time trading.

Monetization

Offer a subscription model starting at $49/month for access to the trading bot, with additional fees for higher volumes of trades and custom strategy development.

Stack:okx-agent-trade-kitTypeScriptAIAPIs

Multi-Agent Financial Signal Analyzer

Trending~1 month

A platform leveraging multi-agent systems to discover and analyze financial signals.

Trading / Finance

Create a financial analysis platform that uses multi-agent systems to discover and optimize trading signals. The platform can integrate with existing financial data tools and AI models to provide real-time analysis and predictive insights for traders. The system would utilize different AI agents to specialize in various market sectors, providing personalized trading advice.

Monetization

Offer the platform as a subscription-based service with different plans based on the number of agents used and the depth of analysis.

Stack:PythonAIMachine LearningNVIDIA Developer

AI-Driven Stock Analysis Platform

Trending~1 month

A platform providing AI-based analysis for China A-Share market.

Trading / Finance

Develop an AI-driven platform using a-stock-data toolkit to analyze China A-Share market data. It will provide insights and predictions based on 28 endpoints and 13 data sources, enabling users to make informed trading decisions. This platform is unique as it combines deep AI analysis with a comprehensive data toolkit.

Monetization

Charge a subscription fee for access to the platform's advanced features, like real-time alerts and personalized trading strategies.

Stack:a-stock-dataPythonFlaskReact

China A-Share Data Insights Platform

Trending~1 month

A full-stack data toolkit providing comprehensive insights into China's A-Share market.

Trading / Finance

Create a platform that consolidates data from multiple sources to provide a comprehensive view of China's A-Share market. The platform should include data visualization tools and AI-based predictive analytics to help investors make informed decisions. Utilize the a-stock-data toolkit to ensure robustness and accuracy.

Monetization

Offer the platform on a subscription basis with different levels of access to data and analytics. Premium features such as personalized investment advice and advanced predictive models can be offered at a higher tier.

Stack:a-stock-dataRustReact

Real-time A-Share Market Analytics Dashboard

Trending~1 month

A full-stack analytics dashboard providing real-time data and insights for A-Share market traders.

Trading / Finance

Build a comprehensive dashboard for A-Share market data using the 'a-stock-data' toolkit, offering real-time tracking of stocks, market trends, and AI-driven predictive analytics. The platform will cater to professional traders and investors, providing them with a competitive edge through advanced data insights and zero third-party dependencies for enhanced security and reliability.

Monetization

Subscription-based model with different tiers offering varying levels of data granularity and analytics features. Start with a free trial period to attract users.

Stack:JavaScriptNode.jsa-stock-data

AI-Enhanced Stock Market Analyzer

Trending~1 month

An AI-based platform for analyzing and predicting A-shares stock trends.

Trading / Finance

Develop an AI-enhanced stock market analysis tool focused on A-shares, leveraging the a-stock-data toolkit and other AI models. The platform offers real-time data analysis, predictive modeling, and automated trading signals. It could also provide a unified virtual filesystem for AI agents to access and analyze data efficiently.

Monetization

Monetize through a SaaS model with tiered subscription plans based on features, data access, and AI capabilities. Offer a pay-as-you-go model for individual users.

Stack:PythonDjangoTensorFlowReact

AI Stock Data Dashboard

Trending~1 month

A full-stack A-Share data toolkit that provides real-time stock data and analytics.

Trading / Finance

Build a comprehensive A-Share data toolkit that uses a-stock-data to provide users with real-time stock data, analytics, and insights. Utilize AI capabilities to predict trends and generate investment strategies. This tool is unique as it offers a one-stop solution for Chinese stock market enthusiasts, with zero third-party dependencies.

Monetization

Offer the toolkit as a subscription-based service with different levels of access based on features and data depth. Provide additional paid features for advanced analytics and personalized investment advice.

Stack:a-stock-dataAPIAI

China A-Share Market Analysis Tool

Trending~1 month

An AI-driven platform for comprehensive A-Share market analysis

Trading / Finance

Create a full-stack data toolkit for AI coding assistance in the China A-Share market. Integrate with a-stock-data to provide users with multi-layered insights, data visualization, and predictive analytics. This tool aims to assist traders and investors with making informed decisions in the dynamic Chinese stock market.

Monetization

Charge a subscription fee for access to the platform with tiered pricing based on the depth of data and analytics provided.

Stack:PythonDjangoa-stock-data

AI-Enhanced Coupon Scanner

Trending~1 week

An AI-powered tool to scan and validate promotional codes for businesses.

Trading / Finance

Building on the gpt-promo-scanner, create a tool that automatically scans, verifies, and collects promotional codes from various sources. This tool would be especially useful for e-commerce businesses looking to offer the best deals to their customers. Its uniqueness lies in its ability to handle multiple languages and code types.

Monetization

Charge a subscription fee based on the number of scans per month, starting at $20 for small businesses up to $200 for larger enterprises.

Stack:PythonFlaskMachine Learning

AI-Powered Promo Scanner

Trending~1 week

A tool to automatically scan and verify promotional codes for businesses

Trading / Finance

AI-Powered Promo Scanner is a tool that helps businesses discover, verify, and collect promotional codes from various sources. It uses AI and natural language processing to extract codes from websites, social media, and emails, and checks their validity in real-time. The tool provides insights into the best deals and discounts, helping businesses optimize their marketing strategies and save costs.

Monetization

Offer a SaaS subscription model with tiered pricing based on the number of users or scans per month. Also, provide additional revenue through premium features like advanced analytics, custom integrations, and dedicated support.

Stack:PythonFlaskReactBeautiful SoupScrapy

CAD Model Marketplace

Trending~1 month

A platform for trading custom CAD models generated using AI.

Trading / Finance

Develop a marketplace where engineers and designers can buy and sell custom CAD models generated using open-source tools like text-to-cad. Users upload their design requirements or sketches, and the platform AI generates the CAD model. This model can then be sold to other users or used directly.

Monetization

Charge a commission on each sale made through the platform, or offer premium features like faster generation, model customization options, and priority access to popular models.

Stack:PythonflaskReacttext-to-cad

Real-Time AI-Powered Trading Assistant

Trending~1 month

An AI trading bot that uses historical BTC data to provide real-time trading insights.

Trading / Finance

Create an AI-powered trading assistant that ingests historical BTC trading data and uses machine learning models to predict market trends. This tool will provide users with real-time trading signals and risk assessments, helping them make informed decisions.

Monetization

Charge a monthly subscription fee for access to trading insights and a percentage-based fee for successful trades facilitated by the platform.

Stack:PythonMachine LearningBTC-Trading-Since-2020

Automated Trading Assistant

Trending~1 month

An AI-powered trading bot that uses BTC trading data to make informed decisions.

Trading / Finance

Create a trading bot that leverages historical BTC trading data to predict market trends and make automated trades. It uses machine learning algorithms to analyze patterns and identify profitable trading opportunities. The bot can be integrated with popular trading platforms and can be customized to the user's risk tolerance and trading strategy.

Monetization

Offer the bot as a subscription service, with different pricing tiers based on the number of supported cryptocurrencies and the level of customization.

Stack:PythonPandasscikit-learnAPIs for trading platforms

AI-Driven Custom Trading Bot

Trending~1 month

A customizable trading bot that uses AI models to predict market movements and execute trades.

Trading / Finance

Leveraging the 'BTC-Trading-Since-2020' dataset and AI models like the 'Adaptive Ultrasound Imaging' model from Hugging Face, this bot will allow users to train their own models or use pre-trained ones to predict market trends. Users can customize the bot with their trading strategies and risk appetite. The bot will execute trades on their behalf on various cryptocurrency exchanges.

Monetization

Charge a monthly subscription for access to the AI models and the bot's trading capabilities, with tiered plans based on the number of supported exchanges and the complexity of the AI models.

Stack:PythonTensorFlowKubernetes

Blockchain Trade Analysis Platform

Trending~1 month

Analyze historical and real-time BTC trade data to predict market trends.

Trading / Finance

Using 'BTC-Trading-Since-2020' as a data source, build a platform that provides traders with analysis tools to predict market trends based on historical BTC trading data. This platform could include features like pattern recognition, sentiment analysis, and risk assessment, catering to cryptocurrency traders and investors.

Monetization

Offer a subscription-based model with access to different levels of analysis and prediction accuracy, starting with a free tier for basic analytics.

Stack:BlockchainData AnalysisPredictive Modeling

AI Trading Signal Analyzer

Trending~1 month

A platform that analyzes and visualizes Bitcoin trading signals using AI.

Trading / Finance

Build a platform that uses AI to analyze trading signals and historical data from sources like 'BTC-Trading-Since-2020' to provide insights and predictions for Bitcoin traders. The platform can offer visualizations of trading patterns, signal strengths, and potential market movements.

Monetization

Offer the platform as a subscription service with different tiers of access, from basic signal analysis to premium features that include detailed market predictions and personalized trading advice.

Stack:PythonPandasMatplotlibDjango

Real-Time AI Trading Advisor

Trending~1 month

AI-powered trading platform that leverages historical data and market signals for optimized trades.

Trading / Finance

Create a platform that uses AI models to analyze cryptocurrency trading data, providing real-time trading signals and portfolio management advice. By integrating with existing trading APIs, the platform can execute trades automatically or offer suggestions to human traders based on market trends and historical performance.

Monetization

Charge a subscription fee for access to the trading signals and analytics, with additional fees for automated trading execution services.

Stack:PythonTensorFlowReact

Real-Time AI Trading Bot Monitor

Trending~1 month

An AI-powered trading bot that monitors and optimizes Bitcoin trading strategies.

Trading / Finance

Develop an AI trading bot leveraging the insights from 'BTC-Trading-Since-2020' that runs in real-time and uses historical data to optimize its trading strategies. It should be able to execute trades on popular exchanges and provide users with a dashboard to monitor performance.

Monetization

Charge a subscription fee for access to the bot, starting from $50/month for casual traders to $500/month for professional traders. Offer performance-based incentives where a percentage of profits goes to the service.

Stack:PythonPandasNumPyBTC-Trading-Since-2020

Multilingual AI Trading Assistant

Trending~1 month

A multilingual AI-powered trading assistant leveraging synthetic data for financial predictions.

Trading / Finance

Create an AI trading assistant that can provide multilingual support and predictions for financial markets. By using synthetic data generated in 'Building a Fast Multilingual OCR Model with Synthetic Data', the assistant can offer insights and predictions in different languages, catering to a global audience.

Monetization

Offer the AI trading assistant as a SaaS product with subscription plans based on the number of supported languages and the frequency of market updates.

Stack:PythonTensorFlowHugging FaceFlask

Portfolio Risk Analyzer

~1 week

Upload your portfolio — AI calculates risk metrics, suggests hedges, and stress-tests against historical crashes.

Trading / Finance

Import portfolio from CSV or broker API (Alpaca, Interactive Brokers). Calculate: Sharpe ratio, max drawdown, beta, sector concentration, correlation matrix. Use Monte Carlo simulation for VaR. AI layer explains the metrics in plain English and suggests specific hedging strategies. Historical stress tests: 'what would happen in 2008, 2020, 2022?'

Monetization

Freemium: free for 1 portfolio, $19/mo for unlimited + alerts.

Stack:PythonNumPy/PandasStreamlitOpenBB SDK

AI Sentiment Trading Signal

~1 month

Scans news, X/Twitter, and Reddit for sentiment shifts on stocks/crypto — generates buy/sell signals.

Trading / Finance

Aggregate real-time data from news APIs, social media, and financial RSS feeds. Use NLP (FinBERT or LLM) to score sentiment per asset. When sentiment crosses thresholds, generate signals. Backtest against historical price data to validate signal quality. NOT financial advice — sold as a research tool.

Monetization

Subscription: $49/mo for real-time signals. Data API: $0.01 per query.

Stack:PythonFastAPIFinBERTPostgreSQLRedis