# gaisho > Commerce infrastructure for personal agents. Every product, price and seller — vetted for agents. For teams building personal AI agents, gaisho maps products across the web into one product ontology, then vets the price and the seller before the agent answers. ## Capabilities - Product search: every product on the web, one product ontology - Price vet: checks a price against the market before the agent quotes it - Seller vet: checks whether the seller is authorized and can be trusted - Access: one MCP server ## Benchmarks 15 shopping tasks. Same agent, with gaisho vs. web / computer use. | metric | web / computer use | with gaisho | |--------------------|--------------------|-------------| | avg_time_per_task | [XXX s] | [XXX s] | | products_evaluated | [XX] | [XX] | | tokens_per_task | [XX,XXX] | [X,XXX] | ## Demo Same question in two windows of the same agent. ## Book a demo - form: /book-demo - email: contact@lil-grebe.com ## Links - /llms.txt - /llms-full.txt - /index.md - /book-demo.md - /privacy - /terms --- # Book a demo See gaisho inside your agent. Tell us what you're building — we reply by email within 2 business days. ## How it works 1. You tell us about your agent and your users. 2. We email you to set up a time. 3. We walk through gaisho on a shopping task from your product. ## Request a demo - form: https://gaisho.co/book-demo - required: full name, work email, company - optional: role, how can we help, phone - email: contact@lil-grebe.com