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How AI Agents Can Trigger Runaway Costs for Enterprises

September 21, 2026 · Dark Reading · Severity: MEDIUM

Unbounded consumption is an issue that OWASP currently ranks sixth in its Top 10 for LLM Applications, and it could be an extremely costly one.

Key Takeaways

  • AI agents can trigger runaway costs for enterprises when autonomous decision-making leads to uncontrolled API usage and escalating cloud compute expenses without human oversight.
  • The financial risk of runaway AI agent behavior extends beyond security concerns to direct financial impact, requiring cost governance guardrails alongside security controls.
  • Organizations deploying AI agents should implement cost budgets, spending alerts, and approval workflows to prevent uncontrolled resource consumption from agent operations.
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