Harper Group
Product Manager
$125K–$170K
San Francisco · On-site · Manager · Full-time · Posted May 26, 2026
- Experience
- 1–3 years in product, or an early-career operator, engineer, or AI researcher who has been doing the work without the title.
About the job
Own an end-to-end commercial insurance business module, improving customer and operator workflows and the AI agents that perform the work.
What you'll do
- Set and improve module KPIs; instrument results and prioritize work that moves them.
- Encode customer and operational nuance into rules, prompts, agents, and data structures; manage evaluations and datasets.
- Own web, voice, and human workflows, working with operators and customers to identify and solve problems.
What they ask for
- 1–3 years in product, or early-career experience as an operator, engineer, or AI researcher doing equivalent work.
- Demonstrated end-to-end ownership of a product or system, including KPIs, roadmap, and execution.
- Understanding of AI services and probabilistic systems used by operators and customers.
- Ability to build prototypes with tools such as Cursor, Claude Code, or Lovable and discuss AI tradeoffs with engineers.
Nice to have
- Experience with AI/ML products, voice AI, agent frameworks, workflow automation, or evaluation/prompt/context engineering.
- Insurance, fintech, regulated-industry, or startup experience.
Pay
$125,000–$170,000 USD base salary
Tools
Claude Code, Cursor, Lovable
AI focus
Develop and evaluate AI agents and probabilistic systems for commercial insurance workflows; encode domain knowledge in prompts, rules, data structures, and datasets, with evaluation and backtesting against real outcomes.
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