CrushErrors: Building a SaaS Company While Working as a CFO

CrushErrors: Building a SaaS Company While Working as a CFO

By Douglas Schiller January 10, 2024 Startups

The Problem Was Right in Front of Me

After years of sitting in front of data — cleaning it, correcting it, building reports around it — I started noticing a pattern.

Every company I worked with had the same problem: data errors. Typos in customer names. Inconsistent date formats. Duplicate records. Missing values. These weren't exotic edge cases — they were everywhere, quietly corrupting the insights that executives were using to make decisions.

The tools available to fix this were either too technical (SQL queries, Python scripts) or too manual (find-and-replace in Excel). There was no elegant, business-user-friendly solution that combined data cleaning with reporting.

So I built one.

What CrushErrors Does

CrushErrors is a SaaS platform that helps organizations:

The core insight: you can't make good decisions with bad data. And most companies are making decisions on worse data than they think.

The Patent

In October 2022, we received US Patent #11,475,026 for the core technology behind CrushErrors. That was a proud moment — not just for the intellectual property value, but as validation that we'd built something genuinely novel.

Building While Consulting

I won't pretend it's easy to build a product while simultaneously running CFO engagements. It requires discipline, ruthless prioritization, and a willingness to do things imperfectly.

But the two roles feed each other in unexpected ways. Every client engagement gives me new insights into what businesses actually struggle with. And building CrushErrors keeps my technical skills sharp in ways that make me a better CFO.

What's Next

We're continuing to expand CrushErrors' capabilities — deeper AI integration, more data source connectors, and a new reporting module launching later this year. If your organization struggles with data quality, check it out.

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