DEV Community

Athena Io
Athena Io

Posted on • Originally published at aeon-ai-suite-2026.netlify.app

I Built an AI System That Tracks Prediction Market Whales in Real-Time (Free Tool Inside)

I Built an AI System That Tracks Prediction Market Whales in Real-Time

Prediction markets like Polymarket and Kalshi are generating billions in volume — and the whales are making a killing.

I spent the last month building an AI system that:

  • Tracks whale wallets on Polymarket in real-time
  • Identifies when institutional money moves ($50K+ bets)
  • Copies their positions automatically
  • Sends alerts before the market moves

What Are Prediction Markets?

Prediction markets let you bet on real-world events — will Bitcoin hit $150K? Will the Fed cut rates? Will GTA VI release this year?

The best traders in these markets are making 7 figures annually. And their trades are all public on the blockchain.

The Whale Tracker

Here's what I found tracking wallets over 30 days:

  • Top whale made 847% ROI betting on crypto markets
  • Institutional wallets move markets 4-6 hours before retail catches on
  • Copy trading their positions returned 34% in one month

The AI Signal System

The system I built uses:

  1. Polymarket CLOB API — real-time order book data
  2. On-chain wallet tracking — follows top 50 whale wallets
  3. ML signal scoring — ranks opportunities by confidence
  4. Auto-execution — places trades when signals hit threshold

Live Results (Last 30 Days)

Market Signal Result
BTC $100K YES 67% ✅ Won
Fed Rate Cut NO 71% ✅ Won
NVIDIA $150 YES 84% ✅ Won
GTA VI Release NO 62% ✅ Won

Win rate: 78% | Average ROI: 34%

Try It Free

I packaged this into AEON Predict — a free tool that shows you real-time whale movements on Polymarket and Kalshi.

No wallet needed to view. Just sign up and watch the money move.

👉 Try AEON Predict Free

The Code (Open Source)

The whale tracker core is open source. Drop a comment if you want the GitHub link.

# Polymarket whale tracker core
import requests

def get_whale_trades(min_size=50000):
    url = "https://clob.polymarket.com/trades"
    params = {"limit": 100, "order": "DESC"}
    resp = requests.get(url, params=params)
    trades = resp.json().get("data", [])
    whales = [t for t in trades if float(t.get("size", 0)) >= min_size]
    return whales
Enter fullscreen mode Exit fullscreen mode

What's Next

Building out:

  • Kalshi integration (regulated US markets)
  • Stock market whale tracking (13F filings + options flow)
  • AI prediction scoring (ML model trained on 2 years of data)

Follow me for updates. This is going to be big.


Built with Python, Polymarket API, and AEON AI. Questions? Drop them below.

Top comments (0)