Ayush's Profound AI Rep

Ayush builds investment conviction from first principles and structures it into outputs decision-makers can act on.

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Ayush Gupta

Career Stories

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Leading Financial Services Inc

Rebuilding a Billion-Dollar Acquisition Valuation from Scratch

Challenged inflated revenue assumptions on a cross-border acquisition and rebuilt the model with conservative, data-backed projections.

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Leading Financial Services Inc

Diagnosing a Distressed Pool Company for Restructuring Investment

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Leading Financial Services Inc

Building a Same-Day DCF Model Solo Under Time Pressure

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Leading Financial Services Inc

Automating the Debt Deal Scoping Workflow with AI

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Leading Financial Services Inc

Holding a Client Pushback on a Certain Protection Analysis

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Ayush Gupta

“

A shiny qualitative story that doesn't show up in the revenue is always worth investigating. That's usually where the real problem is.”

Ayush Gupta

On reading company narratives

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Ayush Gupta

Edges

Building Investment Conviction from First Principles

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Building AI-Augmented Research Workflows

LLeading Financial Services Inc

Structuring Research into Decision-Ready Outputs

LLeading Financial Services Inc
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