Senior Product Manager, Search & Exam

Quick Facts

Own an end-to-end product slice for an AI-powered real estate closing work-product, with measurable quality improvements.

Description

Real estate closings require expert judgment to read recorded documents, reconcile records, and decide what must be fixed before a deal can close. Qualia Clear uses AI to read documents, draft the work product, and deliver it for professional review and use. You will own a defined slice end to end alongside an existing PM, focusing on the hardest part of an AI product: determining how good the output is, diagnosing failures, and improving results release over release.

Responsibilities

• Own a slice of the roadmap end to end: scoping, release, adoption, and iteration
• Own output quality as a measurable thing: define what “correct” means for AI-drafted expert work, build the evaluation and scoring approach, and defend the numbers
• Build the error taxonomy: convert thousands of user corrections into a ranked, quantified list of model failures and what fixing each is worth
• Design and run experiments (prompt, model, pipeline changes) with enough statistical rigor to hold up
• Scope AI behavior with deep, precise requirements (the specification is the product)
• Build rapid prototypes to pressure-test ideas before committing engineering time
• Partner with Engineering and Design to break ambitious goals into small, shippable milestones
• Write tight, plain-language PRDs framing the problem, success criteria, and context
• Instrument everything shipped: accuracy, adoption, latency, and cost per run; drive cost down without giving up accuracy
• Report to executives on quality trends, roadmap, and adoption
• Work with GTM, CS, and customers directly to drive adoption

Requirements

• 5+ years as a Product Manager building exceptional software products
• Experience shipping AI or ML features where output quality was the product
• Fluent in SQL
• Comfortable in Python or a notebook
• Statistical literacy (sampling, variance, significance, base rates)
• Built or owned an evaluation approach (ground-truth sets, scoring rubrics, model-graded evals, regression suites) or can clearly describe how
• Experience building AI agents (professionally or personally) and can demo one
• Fluent with AI tooling (Claude Code or equivalent) as a daily working method
• Ability to ramp on how models work and on title quickly
• Comfort working with correctness defined by experts; spend time with practitioners to learn why answers are wrong
• Hungry and proactive; find the work
• Enterprise SaaS or ERP experience; systems thinker building into complex interconnected products
• Exceptional written communication
• Knowledge of real estate, title, or escrow industries is a plus

Benefits

• Comprehensive health plans
• 401k program
• Commuter benefits
• Professional development
• Parental leave
• Flexible time off policy
• Robust online onboarding program
• Biweekly all hands meetings
• Internal virtual events