After more than twenty years defending California employers, I have seen a consistent pattern: even companies with sophisticated systems struggle with one of the most fundamental compliance obligations in California employment law—maintaining, accessing, and analyzing employee time records. These challenges are not merely operational inconveniences. They routinely lead to unnecessary legal exposure, inflated PAGA penalties, and missed opportunities to extract meaningful business insights. Scaled Comp was built to solve these exact problems.

Here are the five reasons I founded Scaled Comp:

1. Employers were struggling just to keep and store basic time records.
California law requires employers to maintain accurate employee time and payroll records, yet many organizations still rely on systems that scatter data across PDFs, screenshots, or outdated exports. Time records were difficult to store in an organized manner, hard to preserve over time, and even harder to retrieve years later—particularly when litigation arose. What should have been a basic compliance function was becoming a persistent liability.

2. Accessing time records during litigation or audits was far more difficult than it should be.
When a claim was filed, employers were often scrambling: Where are the records? Are they complete? Are they readable? Too often, the answer was no. I watched clients spend weeks hunting down files, reconstructing data, and manually preparing materials just to respond to a lawsuit or a PAGA notice. This was especially true when employers had changed payroll providers; obtaining historical time data from former providers was often difficult, if not impossible. The result was increased risk, higher legal fees, and unnecessary stress.

3. Even when records were available, they were nearly impossible to analyze at scale.
Time records are one of the most critical data sets an employer possesses, yet most companies cannot run even a basic compliance-rate analysis without significant manual effort. Determining whether employees took compliant meal or rest breaks, identifying missed premiums, or estimating potential exposure often required hours of spreadsheet work and hand-coding. The lack of clean, structured data prevented employers from proactively managing risk—and in litigation, it slowed defense strategies and drove up costs.

4. Clean, analyzable time records are essential to reducing PAGA penalties—and unlocking operational insights.
Under California’s 2024 PAGA reforms, employers that can demonstrate reasonable and consistent efforts to comply with wage-and-hour obligations may reduce penalties to as low as 15 percent. But compliance cannot be proven without reliable, well-organized time data. Centralizing and structuring time records allows employers to demonstrate good-faith compliance, quantify true exposure, and negotiate from a position of strength.
Beyond compliance, structured time data reveals valuable operational insights, including manager performance trends, scheduling efficiency, productivity patterns, and workforce behaviors that would otherwise remain hidden.

5. With AI-ready time data, employers can finally use information strategically—not just defensively.
Once time and payroll data is standardized and loaded into an AI-driven platform, employers can begin asking more sophisticated questions:

• Can we predict labor needs weeks in advance?
• What happens to labor costs under different scheduling scenarios?
• Can we identify early indicators of compliance risk before claims arise?
• What insights exist that we have not yet considered?

This is the future of workforce management—moving from reactive to predictive, from manual cleanup to automated intelligence, and from fragmented systems to accessible, actionable data.

Scaled Comp was founded to address a problem I encountered daily: employers already had the data they needed to protect themselves and improve operations, but that data was locked in formats that made it difficult—or impossible—to use. By transforming time records into clean, structured, AI-ready data, employers gain a powerful compliance tool, a litigation shield, and a new source of operational insight.

We have been working with a select group of clients and recently completed our beta phase. The feedback has been extremely positive. In addition, the platform has enabled my legal team to analyze client records more quickly, efficiently, and comprehensively—resulting in stronger assessments of legal defenses and litigation strategy.

If you would like help evaluating whether your current timekeeping data is litigation-ready or AI-ready, visit Scaled Comp’s website or I am always happy to discuss, you can sign up for a call here.