Who we are

For decades, insurance software has been built around rigid forms, portals and call centers that create friction for customers and drag for teams. Even as AI has advanced, most insurance work is still manual, slow and spread across disconnected systems.

General Magic builds AI agents that handle quoting, follow-ups, document collection, verification, claims intake and broker communication, connected directly to carrier, MGA and broker systems. We've raised $7.2M USD from Radical Ventures, a16z and several AI luminaries. We reward people who thrive with high autonomy, love shipping quickly and want real ownership. We work onsite in Toronto five days a week.

The role

As a Forward Deployed Engineer, you sit at the customer boundary. You'll work directly with brokers and carriers to turn messy, ambiguous insurance workflows into working AI automations, get them into production, and iterate fast with users in the loop.

In this role, you will
Embed with customers to understand how their work actually gets done




Break vague asks like "automate our renewals" into a explicit, scoped plan
Build multi-step AI workflows using agents, tools, APIs and browser automation
Deploy to production, write evals for the outcomes that matter, and monitor real usage
Run customer conversations, manage expectations and drive adoption

For this role, you should have
A track record of shipping AI workflows end to end, not just demos
Hands-on experience with frameworks like LangChain or LangGraph, agentic tools and APIs
Comfort with ambiguity and a habit of turning it into a plan
Transparent communication with non-technical stakeholders
Experience writing evals and running production deployments

Nice to have
Insurance or insurtech background
Fine-tuning experience

$120-200k, equity, recent MacBook Pro and more.
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📌 Forward Deployed Engineer Toronto
🏢 General Magic
📍 Toronto