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Shopping Agents
Latest research
Shopping Agents
Preference Alignment in Personalized Shopping Agents
Shopping agents must infer what customers actually want from incomplete signals and past behavior.
- Natural Language Constraint Parsing in Shopping Agent InputsShopping agents must parse casual requests into structured constraints they can actually enforce.
- Price Comparison Agent Accuracy Across Retailer SchemasRetailers' inconsistent product schemas break price agents before models even process the data.
- Product Search and Filtering Accuracy in Shopping AgentsShopping agents eliminate products before ranking them, making data accuracy a survival question.
- WebShop Benchmark Task Coverage for E-Commerce AgentsWebShop tests only product search, missing five critical e-commerce behaviors.
Shopping Agents
View all →- Preference Alignment in Personalized Shopping AgentsShopping agents must infer what customers actually want from incomplete signals and past behavior.
- Natural Language Constraint Parsing in Shopping Agent InputsShopping agents must parse casual requests into structured constraints they can actually enforce.
- Price Comparison Agent Accuracy Across Retailer SchemasRetailers' inconsistent product schemas break price agents before models even process the data.
- Product Search and Filtering Accuracy in Shopping AgentsShopping agents eliminate products before ranking them, making data accuracy a survival question.