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A prospect's DDQ lands Tuesday. Open it in Claude, point it at Maybern, and the track-record fields fill from your validated calculations.

An LP pushes on your gross IRR. Ask how it was calculated and get the formula and the input cashflows in the same breath.

Point Claude or ChatGPT at Maybern and build the LP overview across live funds and your own Excel files in one ask.

The LP question that lands Thursday morning is answered before lunch, sourced and dated, in the agent your team already uses.

Over the past year, AI has changed how Maybern operates in incredible ways. Our engineers rarely write code by hand anymore – custom coding agents take on larger and more complex features by the day. Our product agent has developed deep domain expertise in how Maybern works. Reconciliation agents find root-cause discrepancies in minutes that used to take hours. I can accomplish more in a day than I could in weeks before. A year ago this all sounded crazy. Today it's just how we work: AI taking work off our desks, instead of us babysitting it for marginal gains. Living that way taught us where agents deliver outsized ROI: the tools, context, and environment you design for an agent matter as much as the model. Often more. Most private fund managers can't get there yet, because the context an agent needs is locked away in people's heads, PDFs, and Excel files: how the fees actually work, how you treat certain cashflows in your net returns, how the waterfall actually runs, how your firm interprets the ambiguous clause in the LPA. None of it has existed in a form an agent can run. Taking work off your desk starts with converting that domain knowledge into infrastructure. That's exactly what Maybern is. For five years we've been encoding how funds actually work – the math, the terms, the interpretations – into software that runs them. Today we opened all of it – waterfalls, fees, allocations, performance, reporting – to our customers' agents. Deterministic math. A full trail behind every number. Output you can check in seconds instead of re-deriving for hours. That's what makes it safe to hand work over. The Maybern MCP is live – available to Claude, ChatGPT, or agents you build. And there's a lot more coming soon. Full post: https://lnkd.in/gsWXeZsp