Mathlimit · A risk desk for AI spend

Under review at IAAI-27

Portfolio Management Discipline for an LLM Risk Desk: The Bridge to AI Cost Management

Eric Allioneaigamma.com

Mathlimit applies portfolio management discipline to LLM fleet spending through monitored services, shared limits, reversible controls, and a ledger of consumer actions. The paper reports a production deployment and lessons about meter reconciliation, consumer accounting, and release conditions.

IAAI-27: Innovative Applications of Artificial Intelligence
Submitted to Track 1: Deployed Highly Innovative and Impactful Applications of AI

Download PDF

Author manuscript · September 9, 2026 · 10 pages · PDF, 802 KB