A large-scale audit of AI commercial recommendations reveals tier-specific failure modes: L1 brands reach recommendations but convert at 25-41%, L2 convert highest at 37-52%, L3 is an inflection point, and L4/L5 brands suffer 48-52% complete invisibility.
Revealing Potential Biases in LLM-Based Recommender Systems in the Cold Start Setting
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.IR 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recommendation: A 37,000-Run Audit
A large-scale audit of AI commercial recommendations reveals tier-specific failure modes: L1 brands reach recommendations but convert at 25-41%, L2 convert highest at 37-52%, L3 is an inflection point, and L4/L5 brands suffer 48-52% complete invisibility.