Pivot one batch into a parts × environments matrix: per-cell costs and times, best environment per part (ties included), deltas vs the cheapest and vs the baseline environment, and per-environment aggregates (wins, median delta, basket total). All figures are computed server-side, so every consumer sees the same comparison. Poll while complete is false — cells fill in as their runs finish.