Use case · Claude Code
200 Claude Code subscriptions,
or one machine
A 200-developer team on Claude Max pays about $40,000 a month, and its code goes to Anthropic's servers. We ran the same kind of work on one machine with four B200 GPUs, serving DeepSeek V4.1 Flash through InferenceKey: 100 Claude Code agents at once, each with almost half a million tokens of context, and zero errors.
- $27,900
- a month for the machine, with no token limit
- ~30%
- less than 200 Claude Max subscriptions
- 0
- errors with 100 agents at once
Real tests on 4x B200. The 200-subscription figure assumes power users running two agents each and comes from a simulation calibrated with those tests.