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Strategy4 min readApril 2, 2026

Budget Controls in PaperclipAI: Hard Caps, Soft Alerts, and Auto-Pause

Runaway AI costs are a legitimate concern. PaperclipAI addresses it at the infrastructure level with two-tier budget enforcement: soft warnings at 80% and hard stops at 100%. An agent that hits its budget limit is automatically paused — no heartbeats fire, no tokens consumed, no costs incurred.

How budget enforcement works

ThresholdActionWhat Happens to the Agent
80% of budgetSoft alertAgent is instructed to focus on critical tasks only
100% of budgetHard stopAgent is auto-paused — no more heartbeats fire
Budget increasedResumeAgent returns to active state
Calendar month resetsAuto-resumeMonthly budgets reset, agents reactivate

Two levels of budget control

  • Company-level: Set via API — PATCH /api/companies/{companyId} with budgetMonthlyCents — caps total organization spend
  • Per-agent: Set through agent settings or API — caps individual agent spend regardless of company budget

Visibility into spending

Three API endpoints and a dashboard provide cost visibility: company totals, per-agent breakdowns, and per-project spending. The dashboard shows current-month spend against budgets in real time. No surprises, no hidden costs, no ambiguity about where tokens are going.

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