WithCoverage · 11 hours ago
ML Engineer
New York City
Full-time
Onsite
Mid Level
$180K/yr - $275K/yr
3+ years expWithCoverage is redefining risk management in the insurance industry with AI-powered solutions. They are seeking an ML Engineer to build custom models and data systems that enhance their AI platform, focusing on the full ML lifecycle from model development to data infrastructure management.
Property & Casualty InsuranceProfessional ServicesBusiness DevelopmentInsuranceInsurTech
Responsibilities
Build Custom Models. Train and deploy models tailored to the insurance domain—document understanding, classification, extraction, risk prediction, and beyond. Identify where fine-tuned or purpose-built models can meaningfully outperform general-purpose LLMs, and build them
Own Data Infrastructure. Build the pipelines, labeling workflows, and data systems that make ML possible at scale. Turn messy, unstructured insurance data into clean, usable datasets. Design systems for continuous data collection and model improvement
Build Evaluation & Quality Systems. Design evaluation frameworks that measure model and agent performance with rigor. Build benchmarks, catch regressions, and create the feedback loops that let us iterate with confidence. Make quality measurable, not anecdotal
Embedded Problem Discovery. Dig into how our business actually works. Understand where predictions could replace guesswork, where classification could replace manual review, where ML could unlock capabilities we don't have today. Identify high-leverage opportunities that nobody has asked for yet. Prioritize ruthlessly. Build what matters most
Qualification
Required
3+ years building and deploying ML systems in production environments
Strong experience with NLP: transformers, embeddings, fine-tuning, text classification, information extraction
You've built ML pipelines end-to-end—data processing, training, evaluation, deployment, monitoring
Experience with embeddings, vector databases, and retrieval systems is a strong plus
Comfortable with Python and ML tooling (PyTorch, HuggingFace, etc.). Experience with our broader stack (Node.js, GraphQL, Postgres) is a plus
Strong fundamentals in software engineering: you write clean code, design sensible systems, and ship consistently
You think from first principles. You can navigate ambiguity, make tradeoff decisions, and figure out what to build when there's no playbook
You want ownership. You're excited by autonomy and accountability, not layers of process
Benefits
Competitive compensation that may include equity
Flexible paid time off
Comprehensive benefit plans for medical, dental, vision, life, and disability
Flexible Spending Accounts (FSAs): Health Care FSA and Dependent Care FSA
Commuter Savings Account
Human Interest: 401(k) provider
Time Off: Sick Leave, Family and Medical Leave, Flexible Time Off
Paid Holidays: Observance of all major national holidays
A curated in-office employee experience, designed to foster community, team connections, and innovation, that also includes catered lunches in the office on Fridays for in-office workers
Collaborative, transparent, and fun culture
Company
WithCoverage
WithCoverage operates as a modern risk management and insurance broking platform targeting fast-growing businesses.
51-200 employees
Funding
Current Stage
Growth StageTotal Funding
$42MKey Investors
Khosla Ventures,Sequoia Capital
2026-01-13Series B· $42M
Leadership Team
Max Brenner
Co-Founder & CEO
JD Ross
Co-Founder
Recent News
2026-02-03
alleywatch.com
2026-01-20
Company data provided by crunchbase