LiquidAIM

Cache hit rate

99%

Input served from cache

Higher than 98% of developers

Cache reuse

81.2×

Reads per cached token

Higher than 87% of developers

Cost per 1M tokens

$0.64

Blended cost across all tokens

Lower than 79% of developers

Output share

0%

Tokens generated as output

Higher than 70% of developers

Parallel tools

7%

Days with 2+ tools · 1.1 avg/day

Parallel machines

0%

Days with 2+ machines · 1.0 avg, 1 max

Models per active day

1.2

Distinct models used each day

Daily cost variation

0.9

Coefficient of variation; lower is steadier

Active days in span

58%

First to last active day