> a utilization of 0.90
Industry standard utilization is 50-60%, not 90%. If it is 90% utilization, you are destined for failure as 10% extra requests even for few seconds would kill your service. And it should be 60% even if service time increases or decreases, so decreasing the service time by half should ideally halve the resources.