Guide
9 min read
How Propheta AI Works: Our Signal Generation Process
Deep dive into Propheta's AI technology and how we generate high-probability trading signals for Kalshi and Polymarket markets.
Propheta's AI Signal Engine
Our proprietary AI system identifies mispriced contracts across all Kalshi and Polymarket markets.
The Process
1. Market Scanning
Every minute, we scan all active Kalshi and Polymarket contracts for potential opportunities.
2. Multi-Factor Analysis
For each contract, we analyze:
- •Current market price vs fair value
- •Historical settlement patterns
- •Relevant external data
- •Market microstructure (bid/ask, volume)
3. Probability Estimation
Our ensemble model estimates the "true" probability of each outcome, independent of market price.
4. Edge Calculation
Edge = AI Probability - Market Price
We only surface signals with significant positive edge.
5. Confidence Scoring
Based on:
- •Model agreement across multiple algorithms
- •Data quality and availability
- •Historical accuracy in similar situations
What Makes Us Different
- •**Platform-specific**: Built specifically for Kalshi and Polymarket event contracts
- •**Real-time**: Signals update as conditions change
- •**Explainable**: We show our reasoning, not just a number
- •**Pay-for-performance**: You only pay if you win
Track Record
We continuously measure and report our signal accuracy. Our goal: help you win more than you lose.
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