01 What Changed

The Market No Longer Has Stable Mental Models for Modern Software

Products used to fit into familiar buckets.

• An IDE helped developers write code.
• A database stored data.
• API management managed APIs

Today’s systems span infrastructure, workflow, automation, reasoning, and organizational context simultaneously.

The result is that many companies are trying to explain genuinely new categories using language designed for older ones.

That’s where positioning starts to collapse.

02 The Consequence

Technical Differentiation No Longer Guarantees Market Differentiation

Many modern products are genuinely different.

But buyers no longer have stable ways to understand where these systems fit, what role they play, or how they change the way work gets done.

So differentiation collapses into:

• feature comparisons
• architectural details
• terminology
• implementation debates

The technology advances.

The market struggles to keep up.

Pipeline slows.
Sales cycles stretch.
Positioning gets muddier.
Products that should stand apart start sounding interchangeable.

03 The comparison trap

The Market Decides What Your Product Is Long Before It Understands How It Works

That’s why products with genuinely new architectures often get pulled backward into older categories:

• copilots become autocomplete
• agents become chatbots
• orchestration becomes workflow automation
• A LLM proxy becomes API Management

The easier comparison usually wins first.

Even when it’s wrong.