Denial-of-Wallet-Attacks-AI-KrishnaG-CEO

Denial of Wallet (DoW) Attacks on Cloud-Based AI Models: A Financial Timebomb for C-Suite Leaders

A Denial of Wallet (DoW) attack is a financially-motivated cyber threat where malicious actors deliberately drive up cloud resource consumption, especially in pay-as-you-go AI services, thereby inflicting financial loss on the target organisation.

LLM-Unbound-KrishnaG-CEO

LLM10:2025 – Unbounded Consumption in LLM Applications: Business Risk, ROI, and Strategic Mitigation

At its core, Unbounded Consumption refers to an LLM application’s failure to impose constraints on inference usage—resulting in an open door for resource abuse. Unlike traditional software vulnerabilities that might involve code injection or data leakage, Unbounded Consumption exploits the operational behaviour of the model itself—by coercing it into performing an excessive number of inferences.