Blog
Analysis and updates from the world of Formula 1 probabilities and IA-based insights.
2026 Australian Grand Prix Recap: How the Predictions Fell Apart in Melbourne
A driver-by-driver recap of the chaotic 2026 Australian Grand Prix, comparing pre-race predictions to actual results. Russell's shock P1 finish, Hadjar's title-favorite DNF, and Piastri's pre-race crash show how new regulations and reliability upended the prediction model.
Farewell Zandvoort: Why the Prediction Model Sees Heartbreak Coming for Verstappen at F1's Last Dutch Grand Prix
F1's prediction model sees Charles Leclerc take the win at the final-ever Dutch Grand Prix at Zandvoort, while home hero Max Verstappen is projected to finish outside the points on his farewell weekend — a driver-by-driver breakdown explains why.
Monaco Chaos: Antonelli Wins as Rain, Red Flags and Broken Brakes Tear Up the Script
Monaco's 2026 Grand Prix tore up the form book as rain, red flags and a rash of retirements handed Kimi Antonelli a fifth straight win while predicted winner Charles Leclerc crashed out on broken brakes.
Shanghai Shocker: How McLaren's Double DNS Blew Up the Chinese GP Script
A driver-by-driver recap of the chaotic 2026 Chinese Grand Prix, where McLaren's shocking double DNS handed Kimi Antonelli a maiden win and scrambled nearly every pre-race prediction.
Belgian GP 2026: Antonelli Masters Spa Chaos While the Prediction Model Gets Torched by Verstappen and Bearman
Kimi Antonelli held off a fast-recovering Charles Leclerc to win a chaotic 2026 Belgian Grand Prix, while Max Verstappen's shock podium and George Russell's lap-one DNF blew the pre-race predictions apart.
Antonelli's Hat-Trick and Miami's Wild Afternoon: How Every Team Fared at the 2026 Miami GP
A team-by-team recap of the chaotic 2026 Miami GP, where Kimi Antonelli claimed his third straight win from pole while late drama—including a Leclerc spin and a lap-6 pile-up—reshaped the final order.
Antonelli Wins Chaotic Suzuka as Safety Car Rewrites the Race
Driver-by-driver 2026 Japanese GP recap: Suzuka's chaos revealed, predictions versus results compared, and the Safety Car incident that scrambled the field explained.
Hamilton Ends the Wait as Barcelona Tears Up the Script
Lewis Hamilton snapped a 686-day winless run with a shock lights-to-flag victory in Barcelona as pole-sitter Charles Leclerc's Ferrari retired late, while Kimi Antonelli's near-podium ended in heartbreak and Max Verstappen far outperformed pre-race expectations.
Russell Stuns in Austria as the Pre-Race Script Gets Torn Up
Russell took a shock win while Mercedes and Verstappen massively overdelivered. See how every F1 team's Austrian GP result defied predictions, and why strategy and reliability mattered more than raw pace.
Qatar GP Preview: Can Anyone Stop a Ferrari Party Under the Lusail Lights?
A full grid preview of the 2026 Qatar Grand Prix, weighing the pre-race prediction model against each driver's 2026 form — from a projected Ferrari one-two to Max Verstappen's stunning fall and the Antonelli paradox at Mercedes.
2026 Italian Grand Prix Preview: Leclerc Tipped for Monza Glory, But the Numbers Tell a Messier Story
A team-by-team preview of the 2026 Italian Grand Prix at Monza, weighing each driver's predicted finish against their recent qualifying form and season scoring average to flag which projections look solid and which look shaky.
2026 British Grand Prix Recap: Where the Prediction Algorithm Got It Right — and Where Silverstone Went Off Script
A full driver-by-driver recap of the 2026 British Grand Prix, comparing the pre-race prediction algorithm against the actual Silverstone result and explaining every gap — from Antonelli's heartbreaking mechanical failure while leading to Verstappen's late Stowe crash and the midfield chargers who capitalized on the chaos.
2026 Azerbaijan Grand Prix Preview: Hadjar's Comeback Throws the Baku Grid Into Confusion
A driver-by-driver preview of the 2026 Azerbaijan Grand Prix, examining how Isack Hadjar's return to Red Bull disrupts the prediction system's grid forecast, alongside storylines from Ferrari's upgrade push, McLaren's turnaround, and Williams' Baku debut.
Hungary Shocker: Norris Wins as the Prediction System Gets Torn Up
Lando Norris ended McLaren's win drought from P8 on the prediction sheet while Max Verstappen defied a "broken" Red Bull to podium in a chaotic Hungarian GP that upended the pre-race forecasts — with Oscar Piastri's late DNF the cruelest twist of all.
Canadian Grand Prix Recap: Antonelli's Fourth Straight Win Blows Up the Predictions Sheet
Kimi Antonelli claimed a fourth straight win in a chaotic Canadian Grand Prix after George Russell's late retirement while leading, as Verstappen, Hamilton and others blew past their predicted finishes amid rain-hit strategy calls and mechanical failures.
2026 Singapore GP Preview: Leclerc Tipped to Win, But the Prediction Algorithm's Real Story Is Lawson Over Verstappen and Antonelli Down at P7
A gripping preview of the 2026 Singapore Grand Prix breaking down the predicted 22-driver grid, with Charles Leclerc tipped to win — but the prediction system's boldest calls — Liam Lawson projected ahead of Max Verstappen and championship leader Kimi Antonelli down at only P7 — are what drive the real storylines.