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LLM framework AIGP boosts e-commerce pricing performance

By PulseAugur Editorial · [2 sources] ·

Researchers have developed AIGP, a new framework that uses Large Language Models (LLMs) for e-commerce pricing. This system aims to overcome the limitations of traditional dynamic pricing models by incorporating domain knowledge and unstructured information to align with long-term business goals like Gross Merchandise Value (GMV) and Return on Investment (ROI). AIGP utilizes a Long-Term Value Estimator (LTVE) trained with offline reinforcement learning and Direct Preference Optimization (DPO) to guide pricing decisions. Online A/B tests on Tao Factory showed AIGP improved GMV by over 13%, ROI by nearly 8%, and milestone achievement by over 8% within 14 days, while also providing transparent pricing rationales. AI

IMPACT This framework could significantly enhance e-commerce profitability and transparency by leveraging LLMs for dynamic pricing strategies.

RANK_REASON The cluster contains a research paper detailing a novel framework and its evaluation.

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLM framework AIGP boosts e-commerce pricing performance

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Chennan Ma, Yanning Zhang, Siqi Hong, Xiuchong Wang, Fei Xiao, Keping Yang ·

    AIGP: An LLM-Based Framework for Long-Term Value Alignment in E-Commerce Pricing

    arXiv:2606.26787v1 Announce Type: cross Abstract: Traditional dynamic pricing models in large-scale e-commerce suffer from limited interpretability, poor utilization of unstructured information, and misalignment with long-term business objectives such as cumulative Gross Merchand…

  2. arXiv cs.LG TIER_1 English(EN) · Keping Yang ·

    AIGP: An LLM-Based Framework for Long-Term Value Alignment in E-Commerce Pricing

    Traditional dynamic pricing models in large-scale e-commerce suffer from limited interpretability, poor utilization of unstructured information, and misalignment with long-term business objectives such as cumulative Gross Merchandise Value (GMV), Return on Investment (ROI) and mi…

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