The Reality of R&D Spending
As covered in my latest piece for CIO.com, executives love the idea of R&D. But unfortunately, the vast majority of what organizations classify as "innovation" is just expensive maintenance disguised as progress.
The root problem lies in treating software development as a pure addition game. We pile new features on top of old architectures, never recognizing that every line of code is a liability that exacts an ongoing tax.
Identifying Zombie Assets
Every codebase harbors Zombie Assets - features that are technically alive but functionally dead. They consume compute resources, inflate test suites, and distract engineering attention, yet they deliver zero marginal value to the customer.
These features typically persist because removing them seems riskier than leaving them alone. But the true danger is letting them stay. When an engineering team ignores feature bloat, they eventually reach the Technical Insolvency Date, where maintenance consumes 100% of capacity.
The Rule of Two
How do you identify a Zombie Asset? Audit your portfolio using the Rule of Two: look for features that have not been touched by a user in two months or updated by a developer in two years. If a feature hits both markers, it is a prime candidate for the morgue.
The Scream Test and Sunset Committees
Once identified, how do you kill them safely? The cheapest way is the Scream Test: turn the feature off in staging, then production, and see if anyone complains. Most of the time, there will be silence.
For a more formal approach, establish a Sunset Committee. This is an operational body with one explicit KPI: code retirement. By formalizing asset destruction, you remove the emotional weight of deprecation from the original creators and place it within a structured governance framework.
Real innovation doesn't just come from writing new code. It comes from having the courage to delete the code that no longer serves you.
For a deeper dive into optimizing your organization's engineering economics and conducting your own Innovation Tax Audit, enroll in our AI Economics Curriculum.