Use cases from SignalPilot

Browse examples by workflow. These are real-world scenarios to show what you can do with SignalPilot in notebooks.

Features

Build an SPX Options IV Surface thumbnail
Build an SPX Options IV Surface
Fit an SPX options IV surface from existing dataframes and ship publication-ready plots without rewriting your notebook.
DB & Schema AwarenessMulti-step Planning+2
Crypto Rolling Correlations & Heatmaps thumbnail
Crypto Rolling Correlations & Heatmaps
Turn noisy crypto returns into rolling correlation views and heatmaps that highlight which assets actually move together.
Multi-step PlanningPlotting & Visualization+1
Event-to-RSVP Funnel Drop-off (Amplitude + Internal DB) thumbnail
Event-to-RSVP Funnel Drop-off (Amplitude + Internal DB)
Join Amplitude product events to internal RSVPs, analyze funnel drop-off, and generate a PM-ready narrative of where users churn.
DB & Schema AwarenessMulti-step Planning+1
PM2.5 Air Quality Forecasting (Beijing) thumbnail
PM2.5 Air Quality Forecasting (Beijing)
Extend a real PM2.5 forecasting notebook with new features, model runs, and plots ready for a paper or stakeholder report.
Multi-step PlanningPlotting & Visualization+1
Gold–Silver Pairs Trading Backtest thumbnail
Gold–Silver Pairs Trading Backtest
Backtest a cointegration-based GLD/SLV mean-reversion strategy—from spread construction to trade rules and P&L—in one notebook.
DB & Schema AwarenessMulti-step Planning+2
Crisis Drawdown Simulator: 2011 Euro Debt Shock thumbnail
Crisis Drawdown Simulator: 2011 Euro Debt Shock
Simulate portfolio performance through the 2011 Euro debt crisis, compute drawdowns and recovery times, and visualize risk profiles.
Multi-step PlanningPlotting & Visualization+1
NBA Game Outcome Prediction from API Data thumbnail
NBA Game Outcome Prediction from API Data
Pull multi-season NBA data via APIs, engineer features, and train a classifier to predict game outcomes with in-notebook evaluation.
Import from Web & APIsMulti-step Planning+2
A/B Test Analysis of Page Conversion Rates thumbnail
A/B Test Analysis of Page Conversion Rates
Compare control vs treatment page performance, run proper stats, and turn conversion metrics into a clear ship/hold recommendation.
DB & Schema AwarenessMulti-step Planning+2
FOMC Event Study: Fed Rates vs Yield Curve thumbnail
FOMC Event Study: Fed Rates vs Yield Curve
Analyze how FOMC rate decisions move the 2y/10y/30y curve with event windows, auto-generated plots, and commentary on inversions.
Import from Web & APIsMulti-step Planning+2
Campaign Spend vs Votes: NYC Elections thumbnail
Campaign Spend vs Votes: NYC Elections
Clean and join messy NYC campaign CSVs, fuzzy-match candidates, and see which campaigns turned dollars into votes most efficiently.
Repo & Local File ScanningMulti-step Planning+2
Sector Rotation Backtest: ETF Momentum Strategy thumbnail
Sector Rotation Backtest: ETF Momentum Strategy
Prototype a sector ETF momentum strategy—pull prices, define rules, backtest, and compare against SPY and equal-weight benchmarks.
SignalPilot Rules & SkillsMulti-step Planning+2
Global Gold Reserves: 20-Year Country Panel thumbnail
Global Gold Reserves: 20-Year Country Panel
Turn a wide country-by-year gold-reserve sheet into a tidy panel, rank gainers/losers from 2002–2022, and generate publication-ready visuals.
Repo & Local File ScanningMulti-step Planning+3