Maybern Insights

COSO's 2026 generative-AI guidance and PCAOB AS 2201 raised the audit bar for AI in fund accounting. Internally-built AI cannot answer the two questions every auditor will now ask: can you prove what the AI saw, and can you prove it's the same system that ran last quarter. Audit-ready AI in fund accounting is an architecture decision: AI used at build time to generate validated logic, deterministic code at run time, tamper-evident audit trails, and platform-level maker/checker.

How Knox Lane and Maybern are creating the future of fund management through deep collaboration and product innovation.

Forbes Fintech 50 features companies that continue to innovate and grow rapidly even though industry valuations are decidedly sober compared with those of AI-focused startups, which are the newest darlings of the venture capitalist community.

Welcome to the latest installment of our “Meet the Team” series, where we introduce the exceptional talent driving Maybern’s mission to transform the Office of the CFO from operational management to strategic leadership.

Welcome to the latest installment of our “Meet the Team” series, where we introduce the talent and expertise driving Maybern’s mission to transform the Office of the CFO from operational management to strategic leadership.

Welcome to the latest installment of our “Meet the Team” series, where we introduce the exceptional talent driving Maybern’s mission to transform the Office of the CFO from operational management to strategic leadership.

Melissa Stone is a Tech Lead at Maybern. Her team is building the engine that powers every Maybern workflow and making complex allocation logic feel simple and intuitive. Prior to joining Maybern, Melissa spent 5 years in healthtech at Zocdoc where she built and scaled new product verticals in the provider and pre-appointment spaces.