live
./round-20

Mexico City Grand Prix

TOSS-UP

Mexico City, Mexico · 26 October 2025

Model: weighted-v3 · Computed: 8/28/2026, 8:40:17 PM

predicted
Lando Norris
→
actual winner
Lando Norris
✓ CORRECT
./why NOR
share of weighted score
Car Performance 28%
Reliability 12%
Adj. Grid Position 11%
Tyre Degradation 10%
Sector Strength 9%
Long Run Pace 9%
Driver Rating 8%
Quali vs Teammate 8%
Win Rate 4%
Weather Impact 2%
Adj. Position Gain 1%
Luck Factor 0%
./all drivers
Pos
Driver
Win %
01
NOR
Lando Norris ✓ actual winner
Car 91 · P1
10%
02
PIA
Oscar Piastri
Car 96 · P8
9%
03
VER
Max Verstappen
Car 65 · P5
9%
04
RUS
George Russell
Car 68 · P4
8%
05
SAI
Carlos Sainz
Car 37 · P7
7%
06
HAM
Lewis Hamilton
Car 80 · P3
6%
07
LEC
Charles Leclerc
Car 72 · P2
5%
08
ANT
Andrea Kimi Antonelli
Car 63 · P6
5%
09
BEA
Oliver Bearman
Car 31 · P10
5%
10
HAD
Isack Hadjar
Car 26 · P9
4%
11
ALO
Fernando Alonso
Car 35 · P13
4%
12
STR
Lance Stroll
Car 23 · P18
4%
13
OCO
Esteban Ocon
Car 32 · P11
4%
14
ALB
Alexander Albon
Car 30 · P16
3%
15
TSU
Yuki Tsunoda
Car 25 · P11
3%
16
LAW
Liam Lawson
Car 47 · P14
3%
17
HUL
Nico Hulkenberg
Car 23 · P12
3%
18
BOR
Gabriel Bortoleto
Car 16 · P15
3%
19
GAS
Pierre Gasly
Car 49 · P17
3%
20
COL
Franco Colapinto
Car 35 · P19
2%
./compare drivers
Driver Alpha
Driver Beta
./what-if lab

Drag the weights to see how the predicted order shifts. Recomputed live in your browser — the model itself is unchanged.

total weight 100
./model weights
Car Performance 20%
Long Run Pace 15%
Tyre Degradation 8%
Reliability 8%
Quali vs Teammate 8%
Driver Rating 8%
Win Rate 8%
Luck Factor 7%
Sector Strength 6%
Adj. Grid Position 7%
Adj. Position Gain 3%
Weather Impact 2%