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AI slop field guide

Avoid AI Slop

Browse recurring writing tells, UI defaults, and UX shortcuts like glossary entries. Each entry includes examples, valid uses, and a concrete revision rule.
One word, visual choice, or interaction bug cannot prove authorship. Judge repeated defaults in context.
English AI slopAbstract boosters and universal openings
4 patterns

Abstract Boosters

This sounds impressive, but I still cannot tell what the product actually does.
Abstract Boosters

Unlock your potential and elevate the experience.

Stock Analysis Verb

Can you just get to the point instead of opening with “Let’s delve into…”?
Stock Analysis Verb

Let’s delve into this fascinating topic.

Decorative Abstractions

What does this actually mean? Please drop the landscape and tapestry metaphors.
Decorative Abstractions

Navigate the intricate tapestry of a changing landscape.

Universal Opening

Skip the broad opening and tell me what has actually changed.
Universal Opening

In today’s fast-paced, ever-evolving world…

UI defaultsRepeated structures, decoration, and generic icons
7 patterns

Centered Hero Default

Can we show the product first? Right now it is just another big headline with two buttons.
AI POWEREDBuild the future.

Everything your team needs.

Three-card Default

These three things are not equally important. Why do they all get the same card?

Purple Glow Default

Why is everything glowing purple? It does not look like our brand.
Next-gen platform

Nested Containers

The outer panel already has a boundary. Why are there three more cards inside it?
Project overviewThis week8 tasks done

Divider Everywhere

These items already belong together. Why is there a rule between every two lines?
Notifications

Email updatesOn

Product newsOff

Weekly summaryOn

Heavy Headline

This heading is huge, heavy, and cramped. Can we make the two lines readable first?
Every meeting
moves work forward

Turn recordings into decisions and assigned actions.

Emoji as Icons

Can we lose the rockets and sparkles? They make the feature cards look generic.
🚀FAST✨SMART🛡️SAFE
UX shortcutsCopy and interactions that ignore the real task
6 patterns

Motion Everywhere

I am just reading the page. Why does every section have to move before it appears?
Read the update

Fake Responsive Layout

The sidebar, table, and buttons are all squeezed into one long mobile page. It is harder to use than desktop.
Orders
Review order

Description Everywhere

These category names are already clear. Why add “Manage your knowledge here” above them?
Workspace

Manage your knowledge and ideas here.

  • Recent notesNotes you opened recently
  • ProjectsOrganize notes by project
  • ArchiveNotes you no longer need
Recent notes

Naming Drift

This says New, the empty state says Add, and the dialog says Create. Are they the same action?
SidebarNew note
Empty stateAdd page
DialogCreate document

Inert Controls

Nothing changes when I click this filter. Why make it look functional?
AllPendingExport

8 items

Icon Button Maze

I cannot tell which icon deletes the item, and there is no hover hint on a phone.

Project actions

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