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Vouch Insurance

Tech-driven startup insurance with rapid coverage

Senior Product Manager

Product ManagementConfirmed live in the last 24 hours
Full-timeChicago, IL, USA

About the Job

Requirements

  • Has shipped AI products in production with real users, including at least one system where human corrections improved the system over time.
  • Can personally build and ship working frontend prototypes, has built and deployed at least one app, and can read and modify code; experience may come from coursework, a bootcamp, a course, an early-stage role, or self-taught projects.
  • Thinks in systems, workflows, and feedback loops, and understands how systems learn and improve over time.
  • Has completed 0-to-1 product work, defined success criteria for unmeasured products, and shipped when requirements were unclear.
  • Conducts field research by observing and interviewing domain practitioners and creating useful artifacts from that research.
  • Has experience in regulated or complex professional domains such as insurance, fintech, legal, or healthcare, where human judgment and the consequences of error are significant.
  • Can define and advance problems with incomplete requirements and not-yet-established success metrics.
  • Communicates in writing using concise, decision-oriented updates and status reports that distinguish shipped, in-flight, and scheduled work; can explain technical tradeoffs to nontechnical stakeholders and participate in architecture conversations with engineers.
  • Can analyze a book of business using SQL or Snowflake, quantify and compare options, and present a defensible segmentation with caveats and an explicit override rule; can distinguish signal from noise in qualitative feedback and quantitative instrumentation.

Responsibilities

  • Observe brokers at work and test interaction patterns to determine practical human-in-the-loop workflows.
  • Ensure the team solves the right problem by connecting broker needs with what the system can produce.
  • Map workflows into tangible assets, advice units, and recommendations for brokers to act on.
  • Design feedback loops that let domain experts validate, correct, and enrich system outputs without adding friction to their work.
  • Build usable solutions for brokers by mid-week without waiting on the Lead AI Engineer, using tools such as Claude Code, Cursor, Lovable, or v0.
  • Run the learning backlog by tracking what is known and unknown about the engine, assessing whether each iteration closes gaps, interpreting instrumentation, forming hypotheses, and feeding them into the next cycle.
  • Work with engineering to instrument whether the system's intelligence is improving, and stop if it is not.
  • Create north-star, driver, and guardrail metrics tied to unit economics such as revenue per FTE and cost per case, and hold the team accountable to those metrics.
  • Recruit and run the pilot by selecting initial users, selling them on the product, guiding each through the system one-on-one, and translating feedback into the next build cycle; own adoption.
  • Create the pod's operating rhythm, including standups with decision logs, milestone scoping, and a written cadence.
  • Represent the pod to leadership by communicating progress, surfacing blockers, and translating system performance into strategic implications.

Desired Qualifications

  • Experience with LLM-based systems, including extraction pipelines, retrieval architectures, structured generation, or confidence calibration.
  • Background in knowledge management, expert systems, or a domain focused on capturing and systematizing human judgment.
  • Experience instrumenting products end to end by defining events, establishing dashboards, and feeding telemetry into the roadmap.
  • Prior startup experience or experience in a company operating in startup mode, with shipping, learning, and pivoting cycles measured in weeks rather than quarters.

About the Company

Vouch Insurance

Tech-driven startup insurance with rapid coverage

Vouch Insurance is a technology-focused provider of business insurance tailored for fast-moving startups and growth-stage technology companies. It offers policies designed to cover startup-specific scenarios and avoids traditional paperwork by providing a fully digital, fast underwriting and purchasing experience. The product works through an online platform that delivers targeted coverage for startups, with quotes and policies issued quickly and without printed PDF applications, enabling rapid activation of coverage. What sets Vouch apart from competitors is its emphasis on a streamlined, customer-centric process built for high-growth tech firms, delivering relevant, startup-focused coverage through digital tools rather than manual, lengthy processes. The company’s goal is to simplify and speed up obtaining appropriate business insurance for innovative, high-growth technology companies, ensuring they have the protection they need as they scale.

Company size
51-200
Company stage
Series C
Total funding
$184.6M
Headquarters
San Francisco, CA
Founded
2018

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