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About FinAI Atlas

We're building a community where finance professionals share how they actually use AI.

Most AI content is either vendor marketing or generic tips. We're different. Here, working analysts, portfolio managers, and researchers share real workflows, honest results, and practical applications they use every day.

Our Vision

Democratize AI for finance by making it practical, not theoretical. We believe the best way to learn is from peers who are solving the same problems you face.

Who We Are

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.

What You'll Find Here

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.

Whether you're screening companies, analyzing earnings calls, or building models - you'll find workflows that work.

Share Your AI Workflow

Are you a finance professional using AI in your day-to-day work? We want to hear from you. If you've developed workflows that actually work whether it's for financial modeling, earnings analysis, due diligence, or research your experience could help hundreds of peers facing similar challenges.

We're looking for:

  • Real workflows you use regularly, not one-off experiments

  • Honest insights what works, what doesn't, and what you learned

  • Practical applications that other professionals can adapt

  • Your perspective on how AI fits into professional finance work

No need for polished case studies or marketing speak. Just share how you're actually using these tools. Your fellow professionals will appreciate the honesty

Interested in contributing? Reach out to us at [email protected]


LATEST POSTS

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

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


Surbhi Bangar | Lean Research
Surbhi Bangar | Lean Research

Jan 21, 2026

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
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
Kartik Kabra, CFA | Lean Research

Jan 15, 2026


Real workflows, Real results from Real analyst

An initiative by Lean Research to democratize AI in finance building a community where professionals share practical workflows, honest results, and real-world applications.

Interested in contributing? Reach out to us at [email protected]

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