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# Why AI Needs Better UX — Not Bigger Models
- URL: https://zahradnik.io/why-ai-needs-better-ux-not-bigger-models/
- Published: 2025-11-24T23:00:00.000Z
- Updated: 2025-11-30T18:41:51.000Z
- Author: Vladimír Záhradník
- Tags: Field notes, AI, UX, OpenAI, Productivity, Human-centered design, Technology

**Originally published on LinkedIn (reformatted for zahradnik.io / Medium)**

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AI companies are locked in an arms race — **model vs. model, US vs. China, parameter count vs. parameter count**.

Bigger. Faster. Smarter. Billions burned. Benchmarks crushed.

But here’s the uncomfortable truth:

> **Most users don’t need a better model. They need a better UI.**

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As a power user, I work with ChatGPT at a scale most people never touch:

- I create **hundreds of canvas documents** every month.
- I store them in **Git** as part of my personal knowledge base.
- OpenAI doesn’t support **batch export**, so I wrote my own script. *(DM me if you want it.)*

And in the process, I realized something surprising:

> **I understand parts of OpenAI’s internal data architecture better than some OpenAI employees.**

Not because I’m special —  
but because their **UI forces me to reverse‑engineer everything**.

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![](https://storage.ghost.io/c/98/55/9855d37b-ac20-4dfa-abf2-b089f6222e9f/content/images/2025/11/1764072818030.jpg)

Screens like this are a daily reminder: the bottleneck isn’t intelligence — it’s interface. The model is world-class. The UX is still catching up.

Across platforms, the experience is inconsistent:

- **Windows app** → inconsistent
- **Android app** → sluggish
- **Web UI** → broken canvas previews, loading bugs, navigation hiccups
- **File handling** → no batch operations, no structure

All of this while OpenAI proudly releases **GPT‑5.1** as the new milestone…  
…right after **5.0**, which was already more than enough for **99% of users**.

Yes — the model is incredible.  
Yes — the tech is revolutionary.

But **diminishing returns** are real when **UX lags behind model quality**.

---

What OpenAI (and the industry in general) seems to miss is simple:

> **The next leap isn’t bigger models — it’s better UX, reliability, speed, and user control.**

Give us:

- stable canvas
- batch export
- real file management
- responsive UI
- predictable behavior
- public APIs for workspace automation

…and productivity would skyrocket far more than with yet another 5% model improvement.

This critique is aimed mainly at OpenAI because it’s the tool I use every day.  
I can’t judge competitors I don’t use at the same depth.

But the message applies across the entire industry:

**Stop optimizing benchmarks.** 
**Start optimizing real humans.**