Coralogix has added monthly unit budgets to Olly API keys, letting teams set an account-wide default token limit plus custom limits per key. The feature addresses the unpredictable cost of autonomous agent investigations, which Anthropic research shows can use up to fifteen times more tokens than chat interactions. Each API key shows a status badge (OK, Approaching, Limit reached) based on consumption versus its limit, helping admins bound agent spend without throttling the investigations that need more tokens.
Table of contents
What an autonomous investigation actually costsOlly is already token efficient, now it’s token awareWiring up API Key limitsWhere to startQuestions this post answers
How can I control unpredictable token costs from autonomous AI agents?
Set monthly token budgets per API key so spend is capped in advance rather than discovered after the fact. Coralogix's Olly agent now supports an account-wide default limit plus custom per-key limits, with status badges showing OK below 70% of the limit, Approaching between 70% and 100%, and Limit reached at or above it. daily.dev surfaces practical FinOps approaches for teams bounding agent token spend.
Why do AI agents use so many more tokens than a regular chatbot conversation?
Agents run continuously on a schedule rather than reacting to a single click, and they consume tokens for every tool call, retrieval step, and subagent invocation. Anthropic found agents use about four times more tokens than chat interactions, and multi-agent systems use about fifteen times more, with token usage alone explaining 80% of performance variance in their research system. Developers weighing agent architectures can track cost tradeoffs like these on daily.dev.