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Principal Product Manager (AI-Native Insurance Operating System)

peach pilot • Atlanta Metropolitan Area
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AI Summary

Lead the product strategy and execution for an AI-native insurance operating system, shaping future products to accelerate agent productivity and agency growth. Own end-to-end product outcomes, including AI-driven underwriting, lead scoring, and commission management, while collaborating closely with engineering and stakeholders. Requires deep insurance industry expertise, SaaS compliance experience, and hands-on technical proficiency in GenAI applications.

Key Highlights
Own full product function with no hierarchy above or beside in product management
Build AI-native insurance tools (e.g., lead scoring, agent onboarding, underwriting automation) to reduce agent attrition and improve agency efficiency
Work closely with engineering, QA, and agency stakeholders to deliver measurable business outcomes
Key Responsibilities
Define and prioritize product roadmap for AI-native insurance operating system features (e.g., lead scoring, agent onboarding, underwriting automation, commission management)
Collaborate with engineering and QA to deliver scalable, compliant products that integrate with carrier systems and agency workflows
Work with agency stakeholders to translate business needs into product requirements and drive adoption of new tools
Monitor and optimize product performance metrics (e.g., agent productivity, policy conversion rates, chargeback prevention)
Acquire, encode, and validate carrier-specific underwriting rules and rate data to ensure accuracy and competitive advantage
Lead cross-functional initiatives to automate customer touchpoints across the policy lifecycle
Technical Skills Required
Large Language Models (LLMs) and Generative AI SQL TypeScript
Benefits & Perks
Comprehensive medical, dental, and vision coverage
401(k) retirement plan
Flexible paid time off (PTO)
Nice to Have
Experience shipping products against carrier rate or underwriting data
Built evaluations for models scoring human conversations (e.g., agent-agent or agent-client interactions)
Worked with coding agents as implementation teams
Carried a product through expansion into new insurance lines of business

Job Description


Peach Pilot: Principal Product Manager

Atlanta, GA (Buckhead) | 4 Days a Week In-Office | Atlanta-Based or Willing to Relocate | 7+ Years Experience, 5+ in Product


The Company

One in ten agents make it. We are here to change that number.

Insurance is sold, not bought. Someone has to sit across from a family and earn the yes, and by our own analysis of the funnel roughly one in ten new agents is still producing two years later. Our vision is that every family gets the coverage they need, from an insurance agent who can make a living selling it. We are building the AI-native operating system an agency runs on, so a new agent starts with knowledge that normally takes months to earn, and the owner who hired them stops absorbing the cost of every washout. Life insurance is where we start. Every insurance line is sold the same way.

We are paid on outcomes, not seats. When an agency’s numbers move, we participate in that. Our first client engagement is live and funded.

We are fully funded and based in Buckhead, Atlanta, and both founders have built and sold companies before.


The Role

You own product. You report to Mario Montag, CEO, and work as a peer to engineering and QA.

The first products are live and agents are using them. Most of the operating system is still ahead of us, so the job is deciding what we build next and being right often enough that agent production moves.


What You Will Own

The product function, outright. You are the product organization. Nobody above you in product, nobody beside you. You decide what gets built and in what order, and you carry the product numbers in the company scorecard.


What we still have to build. The first products are live with early users. Most of the operating system is not built yet, and almost all of it is new AI-native work rather than a tidier version of something that already exists.

• Score and predict which leads are worth an agent’s next hour

• Onboard and coach new agents to productivity faster

• Sit on a live call and run underwriting across dozens of carriers at once

• Automate customer touchpoints across the life of a policy

• Predict and prevent chargebacks

• Book of business, commission management, and upline dashboards


Carriers and rate data. Underwriting rules and rate data differ at every carrier. Acquiring it, encoding it, and catching a wrong rule before an agent does is our moat and our hardest recurring problem.

This is a startup. Lanes blur, work crosses over, and you will own outcomes that do not fit cleanly in a job description. The right person reads that as the appeal.


What is a must

• Insurance experience. 3+ years of insurance industry experience, earned at a carrier, including a captive sales force, or building software sold to carriers, agencies, or IMOs. Any line of business counts. Life insurance specifically is not required. This is the hardest gap for us to fill and the one we will not compromise on.

• Insurance distribution models. Captive agents, independent agents, brokers, and digital channels, and how commissions flow through each of them. Every product decision here runs through carrier rules and distribution economics, and we are too small to teach that from scratch.

• SaaS inside regulatory constraints. A track record of delivering products that live with compliance requirements and integrate with the systems an insurance business already runs on.

• 7+ years of professional experience, at least 5 of them as a product manager, including time at a startup or a fast-growing company. You have operated without a playbook, and you have owned outcomes rather than outputs.

• Hands-on with LLMs and GenAI applications. Agents, evaluation, and the reality that model output is uncertain.

What helps

• Genuinely technical. You read TypeScript, write SQL, reason about an API, and work in a terminal. You will not ship production code, and engineers will respect you anyway.

• Comfortable with an agency owner. Our buyers run businesses and carry payroll. You can sit across from one and turn their pressure into a product story they will stake their credibility on.

• Bias toward shipping. You would rather put something in front of an agent and learn from the reaction.

• Depth over dabbling. If your GenAI work came from side projects rather than a day job, that counts, and we like builders who do this in their own time. What we want to see is real depth: months of sustained work and something built end to end.

Nice to have

• Shipped product against carrier rate or underwriting data.

• Built evaluations for models scoring human conversations.

• Worked with coding agents as your implementation team.

• Carried a product through an expansion into a new line of business.


Compensation & Benefits

Compensation: commensurate with experience.

Benefits: comprehensive medical, dental, and vision; 401(k); flexible PTO.

Location: Atlanta, GA (Buckhead), 4 days a week in office. Remote applicants are welcome if you are willing to relocate, and for the right person with very relevant experience we can offer modest relocation support.



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