WHOOP · 15 hours ago
Product Manager II, Agent Development
WHOOP is on a mission to unlock human performance and extend healthspan through real-time health insights. As a Product Manager focused on Agent Development, you will collaborate with various experts to design and enhance AI agents that improve health coaching experiences within the app.
ElectronicsConsumer GoodsWellnessSportsConsumer ElectronicsFitnessWearables
Responsibilities
Design and write AI agents that help members understand their data, set goals, and make better daily decisions about sleep, recovery, training, and long-term healthspan
Design complex, multi-agent systems where specialized agents (e.g., data analysis, health reasoning, coaching narrative, safety/guardrails) collaborate to produce a single coherent member experience
Partner with AI Engineers to shape agent orchestration, including sequencing, handoff, tool usage, memory access, and fallback behaviors
Own the conversational and behavioral strategy for agents—defining tone, structure, narrative flow, and language quality across proactive reports and interactive coaching
Translate ambiguous cross-functional needs into well-scoped agent capabilities, turning inputs like “members don’t understand recovery” or “support is overloaded” into clearly defined agent roles, inputs, outputs, and metrics
Shape how data is prepared and presented for agent reasoning, including defining the right aggregates, comparisons, and summaries needed for high-quality outputs
Write and maintain evaluation frameworks (evals) to systematically measure and improve agent quality at both the individual-agent and end-to-end system level
Define what “good” looks like for each agent and system, including success criteria, failure modes, and quality bars across correctness, personalization, actionability, and trust
Use qualitative and quantitative feedback (member conversations, internal beta feedback, eval results, engagement metrics) to inform agent improvements and product direction
Act as a trusted advisor to teams across WHOOP on AI strategy, agent design, and responsible use of generative AI in health contexts
Qualification
Required
3+ years in product management or related technical or strategic role, with at least 1+ year working on LLM-focused or agentic AI applications
Deep understanding of LLM engineering concepts (prompt engineering, RAG, tool usage, real-time decisioning)
Comfortable with Ambiguity: Proven ability to define product requirements and success metrics in ambiguous environments
Exceptional written and language design skills, with strong instincts for clarity, tone, and structure—and a deep understanding of how language influences trust, motivation, and behavior change in sensitive health contexts
Experience designing high-quality conversational AI, including prompts, system instructions, coaching narratives, and microcopy, with the ability to treat language as a control surface for agent behavior, not just user-facing copy
Strong product and technical fluency, enabling deep collaboration with AI Engineers and Data Scientists and informed reasoning about LLM behavior, limitations, failure modes, and system tradeoffs (without requiring production ML development)
Systems-level thinking, with experience translating ambiguous problems into well-scoped agent behaviors, modular workflows, and clear specifications that scale beyond a single agent or feature
Analytical and strategic judgment, including the ability to diagnose agent and system failures, define quality metrics and evals, and balance short-term execution with long-term platform, scalability, and quality considerations
Relevant technical or interdisciplinary background, such as Computer Science, Engineering, Mathematics, Cognitive Science, HCI, Linguistics, or equivalent practical experience at the intersection of technology, product, and customer experience (MBA a plus)
Benefits
Competitive base salaries
Meaningful equity
Consistent pay practices
Total compensation as the combination of base salary, equity, and benefits
Generous equity package
Company
WHOOP
WHOOP is a fitness tech company that offers wearables that track sleep, recovery, and performance.
H1B Sponsorship
WHOOP has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (32)
2024 (18)
2023 (15)
2022 (5)
2021 (17)
2020 (6)
Funding
Current Stage
Late StageTotal Funding
$404.75MKey Investors
SoftBank Vision FundIVPFoundry Group
2026-01-15Undisclosed
2021-08-30Series F· $200M
2020-10-28Series E· $100M
Recent News
2026-02-12
2026-02-12
Company data provided by crunchbase