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AP Automation Benefits

Reduce Decision Fatigue with Automated Coding

By 2 p.m. on a typical Wednesday, your team has made 147 micro-decisions.

Not strategic decisions. Not judgment calls. Just decisions like “Which GL code?”, “Which tax treatment?”, or “Which cost centre?” 

Each decision feels simple, even obvious, yet somehow, it’s exhausting. 

Research shows that trivial decisions drain mental energy just as effectively as complex ones. And when it comes to manual coding, the true cost isn’t the 3 minutes per invoice, it’s the ongoing cognitive load it places on your team.

In this article, we’ll explore the hidden impact of decision fatigue in finance teams and how Lightyear’s Automated Coding helps finance leaders like yourself.

Kasturi Banerjee

by Kasturi Banerjee

Digital Content Writer

Posted 21/10/2025

What Is Decision Fatigue & What Does It Cost?

Decision fatigue is the mental exhaustion that sets in after making too many decisions, causing the quality of your choices to decline. The more choices your brain makes, the less energy remains, leading to slower thinking, reduced accuracy, and lower attention to detail.

High-volume paperwork, repetitive tasks like assigning GL codes, categorising expenses, or approving invoices may seem small, but together they quickly lead to decision fatigue. The effects are easy to spot:

  • Quality degradation: Later invoices get less careful review than morning invoices, increasing the risk of wrong data.
  • Context-switching exhaustion: Bouncing between "simple" decisions prevents deep work.
  • Strategic work postponed: "I'll analyse that spend variance after I finish processing", which never happens
  • Burnout acceleration: Feeling drained despite not doing the 'hard' work.
  • Exception blindness: Real issues (fraud, errors, unusual charges) get missed because all mental energy is spent on routine decisions.

How Does Lightyear’s Automated Coding Help?

Lightyear’s Automated Coding eliminates manual coding and provides you with the following benefits:

The Cognitive Shift

Automation doesn’t just make invoice processing faster; it changes the nature of the work. With Lightyear’s automated coding, the role of your AP team shifts from obvious cognitive thinking to strategic decision-making.

You optimise resource allocation, where your team can focus on analysis, forecasting, and other value-adding initiatives instead of mundane invoice processing.

Improve Accuracy

Lightyear’s Automated Coding doesn’t just speed up invoice processing; it learns from every invoice it touches. Using advanced machine learning, the system becomes increasingly accurate in extracting invoice data, coding at a line item level, and routing approvals automatically.

This accurate line item data will feed directly into your reporting, forecasts, and board-level presentations. You can be assured that the numbers you present are reliable, complete, and actionable. Without automated coding, your team is prone to fatigue and a high risk of errors that can disrupt the reporting chain, leading to misinformed decisions and frustrated stakeholders.

Strategic Visibility

When you have the correct data, you can easily spot trends, identify cost-saving opportunities, and monitor supplier performance. This insight allows you to refine financial strategies that boost profitability, optimise efficiency, and strengthen decision-making across the business.

Team Retention and Engagement

When you reduce cognitive load, it helps prevent burnout and keeps your skilled finance team focused on high-value tasks, improving morale and reducing turnover. With a less-stressed, more focused finance function, you can rely on your team to provide timely insights and confidently drive decisions that impact business growth.

Decision fatigue is a hidden drain on your finance team’s energy, focus, and accuracy. Every “simple” choice chips away at their mental resources, creating risks of errors, overlooked exceptions, and delayed strategic work. Lightyear’s Automated Coding removes this cognitive burden by handling routine invoice decisions with speed and precision. As a result, your team can shift from making endless micro-decisions to focusing on strategic priorities.

See how Lightyear helps with Automated Coding

Kasturi Banerjee

By Kasturi Banerjee

Digital Content Writer