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Austrian Grand Prix 2026

R · Prediction Verdict

What We Predicted
Qualifying Order (predicted)
P1RUSP2ANTP3PIAP4LECP5NORP6VERP7HADP8LAWP9HAMP10GAS
Race Finishing Order (predicted)
P1ANTP2HAMP3HADP4NORP5RUSP6VERP7PIAP8LINP9GASP10LAW
What Happened
Qualifying Order (actual)
P1RUSP2LECP3HAMP4ANTP5VERP6NORP7PIAP8HADP9LAWP10LIN
Race Finishing Order (actual)
P1RUSP2VERP3ANTP4PIAP5NORP6HADP7HAMP8LAWP9LINP10LEC
How Accurate
Qualifying Rank rho0.945Mean error: 1.080s
Race Order rho0.785Mean pace error: 2.187s/lap
Pit Window Hit40%8/20 within ±2 laps

Spearman rho: 1.0 = perfect · 0 = random · −1 = inverted · all predictions locked pre-session

Where the Error Came From

Attribution data not available for this event. Requires track_evolution, driver_correction, and fuel_model artifacts.

Prediction Evolution
PLap 17Lap 71
16312
2363
3123
44444
58116
61681
766
8177
93011
10411

Live projected race order at regular intervals — captured mid-race from MQTT telemetry

Pre-Race ML Strategy Prediction
PredDriverCompoundPace/lap
P1RUSSOFT1:08.990
P2HADHARD1:09.120
P3HAMSOFT1:09.377
P4HULSOFT1:09.998
P5LINSOFT1:10.292
P6LAWSOFT1:11.073
P7BORSOFT1:11.167
P8ALBSOFT1:11.387
P9SAISOFT1:11.771
P10ANTMEDIUM1:11.865

Simulated from FP2 degradation + FP3 baseline pace before race start. Locked pre-session.

Qualifying: Predicted vs Actual
DriverPredictedActualΔ
P1RUS1:07.0961:06.113-0.983s
P2LEC1:07.5801:06.349-1.231s
P3HAM1:08.1521:06.408-1.744s
P4ANT1:07.1341:06.414-0.720s
P5VER1:07.6761:06.475-1.201s
P6NOR1:07.6691:06.502-1.167s
P7PIA1:07.3441:06.511-0.833s
P8HAD1:07.9121:06.632-1.280s
P9LAW1:08.0311:06.955-1.076s
P10LIN1:08.2071:07.007-1.200s
P11GAS1:08.1931:07.223-0.970s
P12BOR1:08.6251:07.293-1.332s
P13BEA1:09.0361:07.523-1.513s
P14HUL1:08.4671:07.611-0.856s
P15OCO1:09.0721:07.817-1.255s

Δ = actual − predicted · negative = faster than expected · positive = slower than expected

Prediction locked pre-session · scored against actual result post-race · methodology