A predicted grid first, a scenario-aware race model second
The MotoGP engine scores qualifying fit separately from race performance. It builds a starting grid from rider one-lap traits, team setup strength, constructor fit, circuit profile, and optional track conditions.
Once you reshape that grid, the race model weighs the altered starting order alongside Sprint or Main Race pace, overtaking skill, endurance, temperature effects, and any rider or machine scenario tweaks.