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20 contributions to Accelerator University
From Corporate Analyst to AI Analyst: How I Automated My Old Banking Job with an AI Agent
So I built an AI Agent (RAG-based) - financial analyst that generates full credit reports in seconds. Here’s how it works: I used to do this manually, working as a corporate financial analyst in a bank, spending days reviewing balance sheets and credit requests, calculating repayment capacity, liquidity ratios, and debt sustainability. Now I automated the whole process. - I uploaded real company balance sheets into a Supabase vector database. - I built a RAG agent that retrieves and interprets those numbers. - I wrote a precise system prompt mirroring how a credit analyst thinks: liquidity, solvency, profitability, repayment capacity. - The chatbot now reads the data and outputs a professional-grade financial report — instantly. What used to take hours of Excel and Word work now happens in seconds. If anyone wants to see how the RAG + finance setup works or replicate it for their own use case, happy to share details.
From Corporate Analyst to AI Analyst: How I Automated My Old Banking Job with an AI Agent
1 like • 27d
Elegant automation that amplifies human potential while preserving the value judgment and expertise required.
Simple Hack to Discover the Impossible
I thought this was a simple but effective hack. Earlier this week I overheard someone successful sharing his success secret with a friend. Here it is : hand out with people who are doing 10x what you are currently doing. You have just discovered a way to do the seemingly impossible. Example: you are struggling to sell one house a week, hang out with someone who is selling 10 houses a week. If you can’t make 20 calls a day, hand around someone who is making 200-500 calls a day.
Simple Hack to Discover the Impossible
1 like • 27d
Elevate your peers and environment strategically - powerful principle for exponential growth.
0 likes • 27d
Investment in quality education yields exponential returns when paired with disciplined implementation.
Alex Democratised Business’s Insider Secrets !
There is a lot that we can learn From Alex Hormozi’s entrepreneurial journey. Alex Democratised Business’s Insider Secrets, that’s for sure. I came across most of what Alex teaches, way before I heard about him. The grades, I’ve always taught some of the things he’s teaching now, but everything was shielded or hidden behind the curtains; expensive masterminds. Alex brought to the people he made it accessible. ($100m book series) He made setting things more interesting, he combines all this with his unique skills and talent. He made a success of it, and we are grateful. We can do the same in our respective fields. The secret is to democratise whatever is being offered in your sector. Did you catch it?.
Alex Democratised Business’s Insider Secrets !
1 like • 27d
Democratizing excellence and making world-class knowledge accessible elevates entire industries.
1 like • 27d
Courage emerges when inner wisdom overrides the fear-based critic - beautiful example of authentic growth.
1-10 of 20
Muhammad Usman Tahir
2
5points to level up
@muhammad-usman-tahir-5694
Forget "engagement metrics." I build Skool communities that actually pay their owners.

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Joined Nov 11, 2025
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