Audit LLMs: Detect Model Substitution & Overbilling (No Trust Needed) | ScienceToStartup | ScienceToStartup

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References (29)

[1]

Nondeterminism-Aware Optimistic Verification for Floating-Point Neural Networks

2025Jianzhu Yao, Hongxu Su et al.

[2]

Evaluation and Benchmarking of LLM Agents: A Survey

2025Mahmoud Mohammadi, Yipeng Li et al.

[3]

Auditing Black-Box LLM APIs with a Rank-Based Uniformity Test

Founder's Pitch

"IMMACULATE provides a practical framework for auditing LLM API services to detect economic abuses like model substitution and token overbilling."

AI Auditing•Score: 8•View PDF ↗

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Audit LLMs: Detect Model Substitution & Overbilling (No Trust Needed)

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References (29)

Founder's Pitch

"IMMACULATE provides a practical framework for auditing LLM API services to detect economic abuses like model substitution and token overbilling."

Commercial Viability Breakdown

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Why It Matters

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Disruption

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Audit LLMs: Detect Model Substitution & Overbilling (No Trust Needed)

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References (29)

Founder's Pitch

"IMMACULATE provides a practical framework for auditing LLM API services to detect economic abuses like model substitution and token overbilling."

Commercial Viability Breakdown

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