Technical Debt or Technical Bankruptcy? A Financial Look at Code Maintenance

Early in my career, one of the first items I heard others talking about was technical debt. This was a brand new concept to me because, for the most part, my college years consisted of writing new code for simple projects. There wasn’t a lot of legacy code that we dealt with.  

After being in the industry for more than 20 years, I have seen my fair share of technical debt.  But what is technical debt and why is it important? This topic has been discussed ad nauseum, but for the sake of this discussion, I am going to use the following definition: 

“Anything that must be done to a code base so that a feature can be added, removed, a bug fixed or a security risk can be mitigated.” 

Ultimately this boils down to all the support that you must do in order to keep a code base healthy.

This isn’t a new conversation, but here’s a less common way to frame it: through a general ledger. What happens when you treat software as a capital asset, just like any other investment?

Let’s take a look.

Case 1: Software That Drives Value

Say you’ve invested $150K to build a custom software solution. It costs $50K a year to support and generates $1M in annual revenue. That’s a clear asset.

Here’s how that might look in a general ledger:

Reason for EntryDateAccount NameDebit ($)Credit ($)Description
Year 1 Capitalization of Software2025-01-01Intangible Assets – Software150,000Capitalized software dev costs
Year 1 Capitalization of Software2025-01-01Cash/Bank150,000Payment for development work
Annual Revenue from Software2025-12-31Accounts Receivable/Cash1,000,000Revenue from software usage
Annual Revenue from Software2025-12-31Software Revenue1,000,000Recognized annual revenue
Annual Amortization of Software Asset2025-12-31Amortization Expense50,000Annual software amortization
Annual Amortization of Software Asset2025-12-31Accumulated Amortization50,000Accumulated software amortization
Annual Support Expense2025-12-31Software Maintenance Expense50,000Annual software support cost
Annual Support Expense2025-12-31Cash Accounts/Payable50,000Payment for maintenance costs

Summary of General Ledger Accounts

At the end of Year 1, the GL would summarize like this:

BALANCE SHEET ITEMS:

Intangible Assets (Software)Amount ($)
Software (initial capitalized)150,000
Less: Accumulated Amortization(50,000)
Net Software Asset (End Year 1)100,000

PROFIT & LOSS (P&L) ITEMS (Year 1):

Revenue and ExpensesAmount ($)
Software Revenue1,000,000
Less: Amortization Expense(50,000)
Less: Maintenance Expense(50,000)
Net Software Profit (Year 1)900,000

End of Year 1:

  • Net Software Asset: $100,000
  • Net Profit: $900,000

Not bad. This software clearly earns its place on the balance sheet.

Case 2: Software That’s Draining Resources

Now imagine an older system that is hard to maintain and is costing your company more money to keep up. It was built three years ago for $500K and costs $250K a year to maintain. It only brings in $150K per year in value. No new features, no strategic advantage. Just overhead.

General Ledger Example:

Reason for EntryDateAccountDebit ($)Credit ($)Description
Initial Capitalization (Occurred 3 years ago)2023-01-01Intangible Assets – Software500,000Initial development capitalization
Initial Capitalization (Occurred 3 years ago)2023-01-01Cash/Bank500,000Paid software development costs
Current Year Revenue – Year 32025-12-31Cash or Accounts Receivable150,000Revenue from software usage
Current Year Revenue – Year 32025-12-31Software Revenue150,000Recognition of annual software income
Current Year Amortization – Year 32025-12-31Amortization Expense100,0000Annual amortization (year 3)
Current Year Amortization – Year 32025-12-31Accumulated Amortization100,000Accumulated amortization (year 3)
Current  Year Maintenance Expense – Year 32015-12-31Software Maintenance Expense250,000Annual maintenance/support costs
Current  Year Maintenance Expense – Year 32015-12-31Cash or Accounts Payable250,000Payment for maintenance

Summary of Accounts at End of Year 3:

Balance Sheet:

Intangible Assets (Software)Amount ($)
Initial Capitalized Cost500,000
Less: Accumulated Amortization (3 years)(300,000)
Net Software Asset (end of Year 3)200,000
  • Total Revenue (3 years):
    $150,000 × 3 = $450,000
  • Total Amortization (3 years):
    $100,000 × 3 = $300,000
  • Total Maintenance (3 years):
    $250,000 × 3 = $750,000
  • Net Cumulative Loss (3 years):
    $450,000 – $300,000 – $750,000 = ($600,000) 

After 3 years you have lost $600,000 on this software and have a $200,000 asset on paper, but functionally, it’s a drag on your business. It is time to decide what to do with this software.

From Debt to Bankruptcy

So how do you know when technical debt crosses the line into technical bankruptcy?

Ask yourself:

  • Is the software costing more to maintain than it delivers in value?
  • Are users actively relying on it—or is it mostly sitting idle?
  • Is it delivering a competitive advantage, or just sustaining the status quo?

Three Paths Forward

Is there anything you can do at this point?  

  1. Delete it: if the software is of little to no value and you don’t see its functionality as a need, just delete it. This is the easiest thing to do!
  2. Purchase a replacement: if there is an off the shelf solution that will meet your company’s needs.  Furthermore if this software is not part of your core business you might look towards purchasing a solution. For example, if you are an insurance company, you probably can purchase an ITSM solution that meets your needs.
  3. Rebuild it, smarter: If the solution is core to your business and provides a competitive advantage this might be one way to wipe out the debt.  With AI assisted engineering tools you can develop software way quicker and get faster feedback. The cost savings can be significant 20%-50% less when compared to a few years ago.

How to Avoid Bankruptcy in the First Place

  1. Budget for technical debt mitigation: Provide estimates that include mitigating technical debt. This is part of the engineering process and should be treated as such.
  2. Stay current: Frequently deploy library updates to production and make time for upgrades.
  3. Practice evolutionary architecture: Only build what you need to when you need to, don’t overly complicate your architecture.
  4. Adopt TDD and refactoring habits: This will allow you to refactor code safely and frequently.

Final Thoughts

You can’t avoid technical debt, but you can avoid going bankrupt because of it. The key is seeing your software for what it really is: a financial asset with a lifecycle. If it’s no longer earning its keep, you need to decide whether to refactor, rebuild, replace, or retire.

Accounting tells the story. You just have to look.

Just a quick accounting note 🤓 Software can be classified as an asset on your balance sheet if it’s either purchased or custom-built in-house—and if it has a useful life of more than one year. Subscription-based software, on the other hand, doesn’t qualify.