Show HN: Kalshi Market Intelligence and AI Signal Analyst (apify.com)

Kalshi has unveiled its Market Intelligence and Signal Analyst, a financial tool developed for the Apify $1M Challenge that enhances the analysis of real-time data from Kalshi's prediction markets. Unlike traditional scrapers that merely relay price information, this tool interprets the significance of market movements, identifying trends and liquidity signals while providing institutional-grade data formatted for quantitative analysis. Key features include a Discovery Mode for identifying trending markets, a built-in trend database for stateful detection of trading activity, and integration options with various AI services for generating concise market summaries. This advanced analytical tool is significant for the AI/ML community as it demonstrates the increasing convergence of financial technology and artificial intelligence. With its pay-per-event structure, it's designed to be affordable for users, allowing them to gain insights at a fraction of the cost of professional trading terminals. The tool’s capacity to process data efficiently with minimal resource requirements showcases its potential to drive informed decision-making in trading strategies, making it accessible to both casual traders and institutional investors alike.