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Mohit Hirpara

@mohithirpara

Finance analyst at Aptura AI building weighted rubrics to evaluate finance and business outputs across AI models.

At Aptura AI, I write multi-step finance and business prompts, test them across AI models, and build weighted rubrics for evaluating output quality. I review model results against those rubrics and revise prompts and criteria when they’re vague or too easy to pass.

At DealFox, I supported live M&A and fundraising mandates by preparing investor materials and assisting with deal execution and due diligence. Earlier, I built financial models for five startups at Shuru-Up and contributed to transactions in five companies totaling $0.6M.

Experience

Work history, roles, and key accomplishments

Current

Prompt and Rubrics Builder

Current

Aptura AI

Sep 2026 - Present (1 month)

Write multi-step finance and business prompts and run them across several AI models to identify failure points. Build weighted pass/fail rubrics and review model results to refine prompts and criteria.

Prompt Engineering AI Evaluation Rubric Design Finance Business Analysis

Current

Independent Contractor

Current

Mercor

May 2026 - Present (5 months)

Evaluated AI-generated financial models, presentations, spreadsheets, and analytical reports using detailed criterion-based rubrics. Provided evidence-based feedback on rubric failures and areas for improvement.

AI Evaluation Financial Modeling Investment Analysis Strategy Market Research Feedback

Finance Analyst

DealFox

Sep 2025 - Dec 2025 (3 months)

Supported live M&A and fundraising mandates through analysis, market intelligence, and documentation. Prepared investor materials and assisted in deal execution and due diligence.

M&A Fundraising Investor Materials Capital IQ Due Diligence Market Research

Investment Banking Associate

Parascap Ventures

Oct 2023 - Aug 2024 (10 months)

Developed investment memos, pitchbooks, and detailed DCF models for sell-side fundraising transactions. Performed due diligence and analyzed financial statements for IPO projects.

Financial Modeling DCF Valuation Due Diligence Financial Statement Analysis Pitchbook Investment Memos

VC Fundraising Analyst

Shuru-Up

Feb 2022 - Sep 2023 (1 year 7 months)

Sourced investment opportunities and built financial models for startups to determine funding needs and valuation. Prepared investment memos and due diligence documents, finalizing transactions totaling $0.6M.

Financial Modeling Structured Finance Investor Relations Business model analysis Due Diligence Networking

Education

Degrees, certifications, and relevant coursework

emlyon business school

MSc in Finance, Finance

2024 -

Grade: 4.00/4.00

Activities and societies: Relevant Coursework: Venture Capital Financing, Investor Relations, Forecasting Models, Corporate valuation (3S, LBO, DCF), M&A Process, Strategic Analysis & Market Research, Due Diligence.

Pursuing an MSc in Finance with a focus on Corporate Finance & Innovation, achieving a 4.00/4.00 GPA. Ranked 4th in France and in the world's top 20 by QS Business Masters Ranking.