Why AI Is Turning Every Feature Into a Commodity
“When technology becomes cheap and ubiquitous, differentiation moves somewhere else.”
— Benedict Evans
For decades, software companies competed on features.
Who had the better dashboard.
Who had the smarter automation.
Who shipped the newest tool.
Every product roadmap looked like a checklist of capabilities.
Add reporting.
Add integrations.
Add automation.
Add AI.
But something fundamental has started to change.
AI is quietly turning features into commodities.
The Feature Arms Race
Traditional SaaS competition looked like this:
Company A launches a feature.
Three months later:
Company B launches the same feature.
Six months later:
Company C launches a better version.
The result?
A constant feature arms race.
Eventually, every major tool in a category begins to look the same.
CRM tools.
Project management apps.
Design platforms.
Analytics dashboards.
Different brands.
Same capabilities.
AI Just Accelerated the Collapse
AI didn’t start this trend.
But it supercharged it.
Today, developers can generate complex functionality in minutes using tools like:
- AI code assistants
- open-source AI libraries
- prebuilt APIs
- generative UI frameworks
What once took months to build now takes hours.
Which means:
If one company releases a feature today, competitors can replicate it almost immediately.
The barrier to shipping features has collapsed.
The Real Competition Has Moved
When features become easy to copy, companies must compete somewhere else.
The new battlegrounds are:
1. Distribution
Who owns the customer relationship?
Example:
Microsoft embedding AI inside Office.
2. Data
Models can be copied.
But proprietary data cannot.
The companies with the best data win.
3. Ecosystems
Platforms beat products.
The more tools and integrations built around your system, the harder it becomes to replace.
The Companies That Will Win
The winners in the AI era will not be the companies with the most features.
They will be the companies that control:
- data pipelines
- distribution channels
- developer ecosystems
- AI infrastructure
This is why companies like:
- Microsoft
- Amazon
- Nvidia
are investing billions not just in products — but in platform dominance.
The Future of Software
The next shift is already beginning.
Instead of software full of features, we will interact with AI agents that execute tasks.
Not:
“Open the tool.”
“Click the feature.”
“Configure the workflow.”
Instead:
“Handle this.”
The AI will figure out the rest.
When that happens, the concept of software features may disappear entirely.
Final Thought
In the early days of software, features created differentiation.
In the AI era, features are becoming table stakes.
The real advantage is no longer what your software can do.
It’s what ecosystem your software lives inside.
And the companies that understand this shift early will quietly build the platforms that power the next decade of technology.
