Prediction Engine v2 · Simulated race outcomes · Target RW19 · Mexico GP · Mexico City
Team Calculator
Tap a league member to auto-load their latest squad, or build a lineup from scratch with the team-colored driver and constructor chips. The optimizer enumerates every legal lineup and returns the top 20 with the gain vs your current team.
Every card below comes from full race simulations — qualifying order, finishing order, retirements, places gained and bonuses — with cars, teammates and race incidents moving together rather than independently. Prices, value over replacement and expected price moves are worked out separately from the points, so a strong pick can still be poor value.
Confidence spread
8 very high13 high11 medium2 low
Model agreement
drivers ±3.2 pts · constructors ±5.8 pts
Best value right now
PER +$5.8M · AST +$5.5M · CAD +$5.0M
Locked pre-race snapshot
No snapshot stored for this round yet. One is written automatically before the weekend, and it is what the model is graded against afterwards.
Current team
Fill 5 drivers, 2 constructors, tap 2× on your boosted driver, and keep cost within budget to run the optimizer.
Optimizer
2 free transfers available — anything beyond that costs 10 points each, and is only recommended when the projection covers the penalty.
Methodology
Deterministic search over a projection distribution, penalised by transfer cost.