Ayush's Profound AI Rep
Ayush builds investment conviction from first principles and structures it into outputs decision-makers can act on.
Ayush Gupta
Career Stories
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.
Diagnosing a Distressed Pool Company for Restructuring Investment
Building a Same-Day DCF Model Solo Under Time Pressure
Automating the Debt Deal Scoping Workflow with AI
Holding a Client Pushback on a Certain Protection Analysis
A shiny qualitative story that doesn't show up in the revenue is always worth investigating. That's usually where the real problem is.”
On reading company narratives
Edges
Building Investment Conviction from First Principles
Building AI-Augmented Research Workflows
Structuring Research into Decision-Ready Outputs