Prediction Market Trader
AI-Powered Market Analysis & Automated Probability Forecasting
Market Analysis Dashboard
Video Walkthrough
The Challenge
A prediction market trader was manually researching earnings call outcomes for hundreds of markets. Reading analyst reports, checking historical data, making forecasts one at a time. The research bottleneck limited how many opportunities he could evaluate, leaving money on the table and consuming hours of tedious manual work every day.
The Solution
We built an n8n automation pipeline that pulls active markets from Kalshi's API, enriches each with company data from multiple sources, sends batches to GPT-4o for probability forecasting, and outputs everything to a Google Sheet with confidence scores and reasoning. The entire research process that used to take hours now runs automatically.
Automated Market Discovery
Pulls active markets from Kalshi's API automatically, identifying all available earnings-related prediction markets without manual searching or monitoring.
AI Probability Forecasting
GPT-4o analyzes enriched company data, historical patterns, and market context to generate probability forecasts with confidence scores and detailed reasoning.
Decision-Ready Output
Results automatically populate a Google Sheet with market details, AI predictions, confidence levels, and reasoning—ready for immediate trading decisions.
Results & Impact
Markets analyzed
daily
Manual research
eliminated
AI-powered
forecasting
Decision-ready
output
How It Works
Market Discovery
The n8n workflow connects to Kalshi's API and pulls all active prediction markets related to earnings calls and financial events. Markets are filtered and organized automatically.
Data Enrichment
Each market is enriched with relevant company data, historical earnings patterns, analyst expectations, and market context from multiple data sources.
AI Analysis
Batches of enriched market data are sent to GPT-4o, which analyzes the information and generates probability forecasts with confidence scores and detailed reasoning for each prediction.
Output & Action
All results are automatically written to a Google Sheet with market details, AI predictions, confidence levels, and reasoning—ready for the trader to review and act on immediately.
"Figured it out quickly and got everything working smoothly. Very responsive throughout."
Ready to Automate Your Research?
See how we can build a custom AI automation solution for your workflow.