An organization implementing a large language model (LLM) application notices significant and unexpected cost increases due to excessive computational resource usage. Which vulnerability is MOST…

The correct answer is D. Unbounded consumption. AAISM highlights unbounded consumption (token/payment exhaustion, unmetered tool calls, prompt bombs) as a key LLM risk affecting cost and availability. Controls include request quotas, max tokens, rate-limits, budget guards, circuit breakers, and cost-aware routing.

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Question

An organization implementing a large language model (LLM) application notices significant and unexpected cost increases due to excessive computational resource usage. Which vulnerability is MOST likely in need of mitigation?

Options

AExcessive agency
BSensitive information disclosure
CSystem prompt leakage
DUnbounded consumption

How the community answered

(42 responses)

A
2% (1)
B
12% (5)
C
7% (3)
D
79% (33)

Explanation

AAISM highlights unbounded consumption (token/payment exhaustion, unmetered tool calls, prompt bombs) as a key LLM risk affecting cost and availability. Controls include request quotas, max tokens, rate-limits, budget guards, circuit breakers, and cost-aware routing.

Topics

#LLM vulnerabilities#Resource consumption#Cost management#Operational risk

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