GTM engineer working at the intersection of AEO, agentic commerce, and marketer-in-the-loop systems.
I build small, useful tools that turn a market insight into something testable: a benchmark, an audit, a data product, or an operating workflow.
- marketerloop - human-approved agentic workflows for marketers
- agent-ready - audit an ecommerce store for shopping-agent readiness
- am-i-cited - open-source AEO and LLM visibility tracking
- compute.cafe - a live GPU rental pricing index
Also contributing fixes to the agent, voice AI, and data tools I use.

