Prediction Engine v2 · Simulated race outcomes · Target RW14 · Madring, Madrid
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-5 with a % upside 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
3 very high5 high15 medium10 low
Model agreement
drivers ±2.4 pts · constructors ±3.5 pts
Best value right now
CAD +$9.3M · BOT +$8.2M · ANT +$7.5M
Spain · Madrid has no comparable past race, so track-specific form is modelled from similar circuits and confidence is marked down accordingly.
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
Methodology
Deterministic search over a projection distribution, penalised by transfer cost.