One size fits none:
Why insurance needs purpose-built AI

From operational pressure to AI native agencies, here’s what brokers need to know before investing in automation.

Jeff Roy
CEO @ Excalibur Insurance Group

Jackson Fregeau
CEO & Co-founder @ Quandri

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Insurance agencies are hitting an operational ceiling. Policy volumes are rising, client expectations keep climbing, and experienced agents are harder to hire and retain. For decades, agencies have scaled by adding people, but that model is breaking.
AI is fundamentally changing how agencies operate — but not all AI is built for the realities of insurance. Generic tools can generate content, summarize documents, or answer basic questions, but they rarely understand how insurance actually works or how agent operations function day to day.
Join Jackson Fregeau, CEO and co-founder of Quandri, and Jeff Roy, CEO of Excalibur Insurance Group, for a candid fireside chat about the future operating model for agencies. They'll explore why agencies are turning to automation, where generic AI tools fall short, and why purpose-built AI is emerging as the foundation for modern agency operations.
We'll cover:
• Why agency growth is increasingly constrained by operational capacity, not demand
• Why scaling with headcount alone no longer works
• Where generic AI tools (like ChatGPT) fall short in insurance workflows
• What separates purpose-built insurance AI from one-size-fits-all automation
• How agencies can evaluate AI tools and choose technology that actually delivers
If you’re exploring AI or automation for your agency, this conversation will help you understand the fundamental changes happening in agency operations and how to invest in technology that creates real impact.
If you're exploring automation for your brokerage or agency and trying to figure out what's worth investing in, this conversation will help you think through what to look for, what questions to ask, and why specialization matters more than speed to implementation.
Guest speaker

Jeff Roy, CEO of Excalibur Insurance Group, leads with a vision to modernize insurance through innovation and a strong client-first culture. He is passionate about leveraging technology to simplify the insurance experience while empowering his team to deliver exceptional service to individuals and businesses alike.
Hosted by

Jackson is the CEO and co-founder of Quandri. With a career dedicated to building and scaling startups, he and his brother founded Quandri in 2021 to unlock policy data and empower teams at insurance brokerage and agencies across North America.
Quandri's Renewal Intelligence Platform
Quandri transforms the policy renewal and requoting process for personal lines insurance brokerages by automating time-consuming and repetitive tasks, identifying actionable policy insights and enabling insurance companies to achieve profitability and scale.



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