# 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