On 1st August 2026, Winpe hosted an Ignite workshop on how financial models turn a founder's vision into testable, investable numbers. Featuring Parita Ashar (Principal, OJIF), moderated by Pratiti Dasgupta, the session explored how investors build, stress-test, and use financial models to underwrite real deals. Click here to view the recorded workshop.

A live poll kicked off the workshop: given two founders pitching the same coffee-chain opportunity, the room overwhelmingly backed the one who spoke in numbers over the one who spoke in vision, even though neither pitch actually proved which business was better. Parita used this to frame the whole session: conviction needs a model behind it, not just a story.

Key Segments Discussed:

Financial Models: A Tool for Better Decision-Making
Financial models translate business assumptions into measurable outcomes, enabling both founders and investors to evaluate opportunities with greater clarity.

• For founders, financial models help plan growth, anticipate capital requirements, and prepare for future business scenarios.
• For investors, they provide a structured framework to evaluate expected returns, compare opportunities, and assess investment risks.

Building Blocks of a Financial Model
Using a coffee chain case study, the session demonstrated how investors break down business performance into measurable drivers instead of relying on high-level projections.

• Revenue drivers such as customer footfall, pricing, and store expansion, alongside cost structures, operating leverage, and margin assumptions.
• Cash flow planning and capital requirements as key indicators of business sustainability.

Scenario Analysis & Investment Evaluation
Rather than relying on a single forecast, participants explored how investors stress-test assumptions and evaluate a range of possible outcomes.

• Understanding base, downside, and upside scenarios through sensitivity analysis to assess investment risk and expected returns.
• Comparing different investment opportunities through risk-return trade-offs rather than headline metrics.

Key Takeaways

• Financial models are decision-making tools, not just spreadsheets.
• Strong investment decisions begin with testing assumptions and understanding the range of possible outcomes, not accepting a single projection at face value.
• Cash generation and risk-return trade-offs matter as much as profitability when evaluating a business.

Tools & Platforms Mentioned

• Two-Variable Data Tables (Excel)
• Scenario & Sensitivity Analysis
• EV/EBITDA Multiple Analysis
• Revenue Build-Up Modelling
• Cash Conversion Cycle
• COCO vs. FOCO (ROIC) Analysis

Financial models do not predict the future—they help investors understand how changes in assumptions influence risk, expected returns, and ultimately, investment decisions.