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AI agent runner (general)VerificationConfidence: Low

A customer agent hit a failing tool and retried it with slightly different prompts 31,000 times overnight, burning $4,700 against a $400/month plan. The same loop with write access to CAD or PLM does not just burn budget: it can corrupt revision state, spam ECOs, or thrash a shared vault.

Impact Analysis

Persona
Hardware Engineer
Team Size Impact
5x Multiplier
Prototype Delay
1 Days
Est. Annual Cost
$9,000
  • 1 user · 1 month120 min
  • Rest of team480 min
  • Rest of year6,600 min

monthly_minutes × 12 × team_multiplier ÷ 60 × $75/hr = $9k/yr

$75/hr assumed rate.

Annual team-minutes decomposed from the reported monthly inputs.

Evidence & Sources

1 Sources

Analyst Notes

From the 2026-10-07 pain-radar digest (finding 22): the incident is from a software support agent (88-point thread, digest-secondary source), so the hardware consequence is extrapolated in the cluster text, not observed, hence Low confidence. Included because the failure mode, no per-tool retry cap and no run budget, transfers directly to engineering agents with write access. Cost model covers the manual cleanup and audit after a runaway run.