- Experience building agent evaluation, observability, experimentation, or AI infrastructure products.
- Experience with production replay, LLM grading, human-labeled datasets, shadow evaluation, or staged rollout.
- Experience improving model or agent behavior through context design, prompting, tools, decision logic, or feedback loops.
- Experience with sales, B2B marketing, revenue, CRM, campaign, or other GTM-facing systems.
- Experience measuring customer engagement, qualified pipeline, conversion, or operational efficiency.