Provider matchup

AWS vs UpCloud.

Identical-hardware GPU pricing comparison. 4 chip classes overlap.

Cheaper overall UpCloud wins on 4 of 4 matchups.

Identical-hardware matchups

GPU	Billing	AWS	UpCloud	Δ /hr	Cheaper
B200	On-Demand	$14.24	$5.21	+$9.03	UpCloud
H100	On-Demand	$6.88	$2.07	+$4.81	UpCloud
L4	On-Demand	$2.30	$0.67	+$1.63	UpCloud
L40S	On-Demand	$1.86	$1.29	+$0.57	UpCloud