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FinAI Atlas

A community where finance professionals share how they actually use AI.

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Jan 21, 2026

From Days to Hours: How I Used AI to Complete Industrial Market Mapping

Surbhi Bangar | Lean Research
Most Research Teams Think They’re Using AI. They’re Not.

Most Research Teams Think They’re Using AI. They’re Not.


Jan 19, 2026

How I Mapped 55 Private PET Recycling Companies in 45 Minutes (A Task That Would Have Taken a Week)

How I Mapped 55 Private PET Recycling Companies in 45 Minutes (A Task That Would Have Taken a Week)


Surbhi Bangar | Lean Research

Jan 15, 2026

Spreading Tesla's Revenue Drivers with AI: What Actually Worked (And What Didn't)

Spreading Tesla's Revenue Drivers with AI: What Actually Worked (And What Didn't)


Kartik Kabra, CFA | Lean Research

Jan 15, 2026


Updating a Financial Model with AI: The 5-Minute Quarter Close

Updating a Financial Model with AI: The 5-Minute Quarter Close


Kartik Kabra, CFA | Lean Research

Jan 14, 2026

I Tested 4 AI Tools to Analyze Tullow Oil's Debt Structure in 15 Minutes (Normally Takes 1-2 Hours)

I Tested 4 AI Tools to Analyze Tullow Oil's Debt Structure in 15 Minutes (Normally Takes 1-2 Hours)


Kartik Kabra, CFA | Lean Research

Jan 9, 2026

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About FinAI Atlas

We're building a community where finance professionals share how they actually use AI. Real use cases from real professionals. No sponsored content. No AI hype. Just honest experiences from people using AI tools for equity research, financial modeling, due diligence, and analysis.

Curated and managed by Lean Research, an investment research firm at the forefront of AI adoption. We're not just writing about AI - we're using it daily in professional research. This platform is our way of sharing what we've learned and learning from the community.

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