MLOpsEngineer

Cache hit rate

96%

Input served from cache

Higher than 59% of developers

Cache reuse

95.9×

Reads per cached token

Higher than 89% of developers

Cost per 1M tokens

$0.78

Blended cost across all tokens

Lower than 54% of developers

Output share

0%

Tokens generated as output

Higher than 73% of developers

Parallel tools

16%

Days with 2+ tools · 1.1 avg/day

Models per active day

2.1

Distinct models used each day

Daily cost variation

2.3

Coefficient of variation; lower is steadier

Active days in span

57%

First to last active day