Deterministic Models, Enhanced by AI

Mosaic provides a critical deterministic software layer that, when combined with AI, unlocks powerful efficiencies without compromising accuracy.

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____We believe financial models must remain fully explainable, auditable, and accountable—standards that are non-negotiable in the financial services industry.

____That’s why AI is applied selectively within Mosaic. Rather than introducing variability or “black box” outputs, AI is used to accelerate the most manual and time-intensive parts of the workflow—such as parsing CIMs, extracting data, and assisting with model setup. The core calculations, logic, and outputs remain entirely deterministic, ensuring that every number can be traced, understood, and verified.

____The result is faster workflows, greater confidence in outputs, and a platform that enhances—not replaces—the judgment and accountability of the investor.

Mosaic Vision

Upload a full Excel workbook, CIM, or screenshot to pull data directly into an operating model, no manual rework necessary. 

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Mosaic AI Analyst

Mosaic’s AI Analyst helps build and update models through chat-based instructions, maintaining full context of your workflow and iterating based on your feedback in real time.

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Mosaic Autopilot

An agentic, fully automated workflow that can generate a complete Mosaic LBO model simply by emailing a prompt and deal materials to model@mosaic.pe.

Receive a completed LBO in minutes, with AI accelerating the workflow and deterministic logic ensuring accuracy.

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By the Numbers

AUM of firms using Mosaic
$5.6 Trillion
Hours saved
350,000+ hours

Experience the Platform Live

Reach out to learn how finance professionals worldwide are leveraging Mosaic to work more efficiently.

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