AI has a UX problem

Anthropic’s data says nearly half of AI agent usage is software engineering.
Healthcare? 1%. Finance? 3%. E-commerce? 1.3%. People are calling this an AI gap. It’s not. It’s an organizational design gap.

The SaaS Secret Nobody Admits

Most enterprise workflows weren’t designed. They were assembled. Piece by piece. Quarter by quarter. Team by team. Built for speed to market. Measured against margin. Optimized for shipping. Not for clarity. Not for cohesion. Not for experience.

The result?

Frankenstein UI. Disconnected systems. No single author. No shared vision. And now we’re surprised that AI doesn’t “plug in.”

You can’t automate a workflow that was never intentionally designed.

Developers Adopted AI First — Of Course They Did

Developers live in:

• Structured systems

• Repositories

• Deterministic logic

• Clear inputs and outputs

Their workflows were already abstracted. Healthcare, finance, sales?

Those workflows live in:

• Conversations

• Intuition

• Emotional labor

• Regulatory risk

• Tribal knowledge

The Real Adoption Barrier

Large industries aren’t slow because they lack AI. They’re slow because they lack design at the strategic table. Legacy systems were built in product-led orgs where:

• PM defines scope

• Engineering defines feasibility

• Design decorates

But transformational brands don’t work like that.

The companies that win:

• Bring product, engineering, and design into the first conversation equally

• Prioritize customer experience over short-term margin

Treat brand and workflow as one system

We’re Automating the Wrong Layer

Right now, most AI usage is automating “low-hanging fruit.” Incremental efficiencies. Ticket drafting. Code generation. Form filling.

But here’s the shift:

In a world where AI can generate general software, design becomes the only differentiator. If everyone can build features, then features stop mattering.

Brand matters. Flow matters. Clarity matters. Emotional resonance matters.

Design owns that territory.

The Missed Opportunity

The real opportunity isn’t:

• Faster compute

• Better models

• More plugins

It’s empowering creative thinkers to design from vision, not constraint. AI removes the excuse of “we don’t have time.” With faster time to market, there is no justification left for:

• Disjointed workflows

• MVP thinking as a permanent state

Skipping experience strategy

Final thought

The companies that win won’t just ship agents.

They’ll:

• Reimagine workflows from first principles

• Design for clarity before automation

• Treat brand and experience as core infrastructure

• Stand out instead of blending in

Standing out now carries more social capital than ever. Customers don’t remember feature parity. They remember how something feels.

Any feature work that skips design?

It will mostly go unnoticed.