Financial Services|Product Engineering

Crunched
Financial modeling

Associates spent days building 50-tab models. Now, AI links sheets and verifies logic, cutting spread prep from 8 hours to 1.

PublishedJan 3, 2026|1 month ago

Key results

Write-up Time
20 mins
vs 8 hours
Spread Creation Time
1 hour
vs 8+ hours
Deal Research Time
1 hour
vs 10 hours

Result highlights

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The story

A platform serving the top 1% of Excel users in investment banking and private equity who manage complex workbooks containing over 50 tabs and thousands of formulas.

High-stakes deal workflows relied on manual data entry and review cycles, where associates spent days building models that often contained linking...

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Quotes

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The company

AI assistant for Excel modeling, auditing, and financial analysis.

IndustryFinancial Services
LocationSan Francisco, CA, USA
Employees1-10
Founded2024

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