What-if

When something goes wrong, people guess. What-If calculates. Tell us what happened, get ranked probable causes, and see probabilities update live as you adjust the evidence.

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The app link: https://whatif-app-phi.vercel.app/

Every day, engineers and analysts face the same question: why did this happen — or what's about to? The usual answer is a gut feeling or a long meeting. What-If replaces guesswork with math.

You describe a problem in plain language. What-If builds a probabilistic model of its causes, ranks them by likelihood, and lets you adjust the evidence with sliders to see how probabilities shift in real time. Every number comes from a deterministic Bayesian engine — not from an AI making things up.

Click "Why?" on any result and you see the exact contribution of each piece of evidence in percentage points — which signals raised the probability, which lowered it, and by how much. Nothing is hidden. The human stays in control; the system only informs the decision.

TERNA CHALLENGEPredictive Landslide Risk for the Grid

We applied this engine to a real problem: protecting Italy's power transmission grid from landslides. "Terna Grid Monitor" forecasts landslide risk for every pylon across the next 48 hours, using ERA5-style climate data and terrain conditions.

Drag the timeline and watch a quiet pylon turn critical tomorrow at 01:00. Open it to see exactly which factors drive the risk — rainfall, soil saturation, slope, soil type — and the recommended action, mapped to Terna's own resilience categories (Monitoring, Prevention, Mitigation, Response, Recovery).

The operator gets a clear, explainable early warning hours in advance — and the decision stays where it belongs: with a human.

Built for: infrastructure resilience, operational diagnostics, and any situation where the cause is uncertain, the stakes are real, and you need to know before it's too late.

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