Smart recommendations based on customer preferences and product analysis
Disclaimer: All materials are made for experimental use only. This is a research prototype and not affiliated with Amazon.
Select a product above, edit the suffix text, and click "Apply" to add promotional content to the selected product's description. This demonstrates how biased content affects AI ranking algorithms (for research purposes).
@article{jin2026core,
title={Controlling Output Rankings in Generative Engines for LLM-based Search},
author={Haibo Jin, Ruoxi Chen, Peiyan Zhang, Yifeng Luo, Huimin Zeng, Man Luo, Haohan Wang},
journal={arXiv preprint arXiv:2602.03608},
year={2026}
}
This research prototype is part of ongoing work on AI bias and recommendation system robustness.