Attach feature, user, and environment labels to every API call so your bill breaks down by what actually drives cost instead of one undifferentiated total.
Tag Every Call So You Know Which Feature Burns Tokens
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More in Measurement & Budgeting
Count Tokens Before You Hit Send, Not After the Bill Arrives
Measure a prompt's token count before sending it, so you catch oversized context while trimming it is still free.
Set Hard Spend Caps in the Provider Console
Configure provider-side usage limits, budgets, and alerts so a bug, a retry storm, or a leaked key cannot quietly run your bill far past a ceiling you set in advance.
Cap the loops by count, not tokens: spawn and search limits in Claude Code
Claude Code 2.1.212 added session caps on subagent spawns and WebSearch calls, both defaulting to a non-binding 200. Lower them to match your actual workload so a mis-planned agent hits a hard stop at 12 searches instead of quietly burning a full context window and the spend behind it.