Model scorecard

Microsoft mai-1-preview

Composite 64.2/100 across quality, throughput, latency, price efficiency and usable context — measured through the gateway, not vendor-reported.

B+64.2/100microsoft/mai-1-previewtext · 128k context

eval composite

Quality (blended eval)79

Category: reasoning

Usable context6

128k advertised window

gateway measured

Throughput43

150 output tokens/s median

Time to first token63

220ms p50

at provider cost

Price efficiency66

$2.50 per 1M output tokens

Quality per dollar95

llmcloud adds $0 to these token prices.

Suggested usage

Not a default pick today. It is a reasonable explicit choice when you need this vendor specifically, or as a failover target inside auto:reasoning.