Open quant lab · 133 strategies · 12 years
Machine learning vs. the market, scored honestly.
Fin-bot pits 17 prediction models, from scikit-learn to Amazon's Chronos foundation models, against 116 published strategies, from Harry Browne's Permanent Portfolio to Keller's canary momentum and online learning. Every decision uses only data available that day, after trading costs.
Top strategy · 1Y Sharpe
1.87
Z-score reversion
Best prediction hit rate
58.6%
Support vector machine · always-up 58.6%
Strategies tracked
133
since 2014 · 5 bps costs
Podium · last 12 months
Lines show cumulative return over the last 24 months. Tap a card for its projection.
Hot this month
- XLE+13.9%
- XLP+10.9%
- XLU+10.1%
- XLV+9.8%
- XLB+8.3%
ETF total return since 2026-09-30.
New
Intraday leaderboard
Every strategy's current holdings, marked to market every few seconds during US trading hours. Rankings re-sort as prices move.