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claude-design-slop-check

Design & creation

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Updated 10-15 21:02

About this skill

claude-design-slop-check — Claude Design copy AI slop check

Overview

Claude Design also generates copy. Even if the voice is well registered in the design system, in both English and Korean, clichés that give away AIoften slip in subtly. This skill identifies such expressions using a pattern dictionary + contextual reasoning and suggests natural alternatives.

Trigger keywords

Claude Design copy, AI slop, AI tell, clichés, just before humanize, design copy review, slop check

Review targets

It accepts the following text as input.

Input format Example
Single copy text "Reimagine your workflow with AI"
Copy collection Bundle Hero, Feature, CTA, and Footer at once
Entire Claude Design output Bulk text extracted from PDF/HTML
Claude Design chat capture What the user selected and pasted as copy only

AI slop pattern dictionary

English clichés (Tier 1 — almost always slop)

  • "Reimagine your [X]"
  • "Unleash your [X]" / "Unleash the power of [X]"
  • "Empower your team to [X]"
  • "Transform the way you [X]"
  • "Supercharge your [X]"
  • "Revolutionize [X]"
  • "Next-generation [X]"
  • "Cutting-edge [X]"
  • "Powered by AI"
  • "Built for the future of [X]"
  • "Where [X] meets [Y]" (especially marketing headlines)

Suspicious English expressions (Tier 2 — depends on context)

  • "Game-changing", "Best-in-class"
  • "Seamlessly", "Effortlessly", "Intuitively"
  • "Leverage", "Synergy"
  • "World-class", "State-of-the-art"
  • "[X], simplified" / "[X], reimagined" / "[X], unleashed"

Korean clichés (Tier 1)

  • "innovative [X]"
  • "next-generation [X]"
  • "redefining [X]"
  • "new paradigm"
  • "AI-based [X]"
  • "a level above [X]"
  • "[X] that has never existed before"
  • "will transform your [X]"
  • "now is the era of [X]"

Suspicious Korean expressions (Tier 2)

  • "smoothly," "easily," "intuitively"
  • "the best," "cutting-edge"
  • "powerful," "mighty"
  • "in one go," "in a single breath"
  • "stop suffering from [X] any longer"

Copy structure anti-patterns

  • A B C D: word listing like "Faster. Smarter. Better. Simpler."
  • Emphasis after a colon: "[Headline]: The X that finally Y"
  • Statistical claims without numerical emphasis: "Trusted by thousands of customers"
  • Unnecessary negative → positive: "No more [X]. Just [Y]."

Workflow

Step 1 — Copy collection

The user inputs the copy to be reviewed.

입력 옵션:
- 단일 텍스트 붙여넣기
- 파일 경로 (HTML·PDF·Markdown·텍스트)
- Claude Design URL (Export 후 공유 URL이 있다면)

Step 2 — Language detection

Automatically determines among English, Korean, and mixed. Applies the dictionary for each language.

Step 3 — Pattern matching

Processing step Result
Tier 1 regex matching Almost certain slop — automatic flag
Tier 2 regex matching Context check required — follow-up reasoning
Copy structure analysis A B C D listing, colon emphasis pattern detection
Statistical claim detection Numbers without evidence such as "thousands", "tens of thousands"
Self-praise detection Self-asserting expressions such as "innovative", "the best"

Step 4 — Context inference

Tier 2 expressions contextdetermine whether something is slop depending on. Consider the following.

  • Industry context: in fintech, "seamlessly" is ordinary; in SaaS marketing, it can be slop
  • Brand tone: for a serious brand, "powerful" is awkward; for a lively brand, it is natural
  • User persona: in copy for executives, "easily" is inappropriate

When possible, ask the user about industry and brand tone (AskUserQuestion).

Step 5 — Revision suggestions

For each detected item:

원본: "Reimagine your workflow with AI-powered automation"
이유: "Reimagine your"는 거의 모든 AI 도구가 쓰는 진부 표현
대안 3개:
  1. "[제품명]은 매일 반복하는 [구체적 작업]을 자동화합니다"
  2. "[구체적 작업]에 쓰는 시간을 [숫자] 줄이는 자동화 도구"
  3. "[페르소나]를 위한 [핵심 가치] 자동화"
선호: 1번 — 동사로 시작 + 구체적 작업 명시

Step 6 — Generate review report

# Claude Design 카피 슬롭 검수

## 한눈에 보기

| 항목 | 결과 |
|---|---|
| 검수한 카피 수 | N |
| Tier 1 슬롭 발견 | N건 |
| Tier 2 의심 표현 | N건 |
| 구조 안티패턴 | N건 |
| 총 권장 수정 | N건 |

## Tier 1 슬롭 (필수 수정)

### Hero 헤드라인
- 원본: [원본 카피]
- 문제: [패턴]
- 대안: [3개]
- 추천: [1개]

### CTA
- 원본: ...

## Tier 2 의심 표현 (문맥 확인)

- 원본: ...
- 문제: ...
- 결정 요청: [컨텍스트 묻기]

## 구조 안티패턴

- 패턴: A B C D 나열
- 위치: Feature 섹션 3번째 카드
- 원본: "Faster. Smarter. Better. Simpler."
- 문제: 의미 없는 형용사 4개 나열
- 대안: 1개 구체적 결과로 — "고객 응답 시간을 12시간에서 30분으로 단축"

## 후속 처리 추천

1. 위 수정을 Claude Design 채팅에 다시 요청
2. 한국어 카피 자연화 → moai-content:humanize-korean
3. 영문 카피 후속 검수 → 영문 카피 베스트 프랙티스 가이드

Output format

Review results should be in the markdown report above. The user can paste it directly into the Claude Design chat to request revisions.

Usage examples

Example 1 — Hero + CTA

입력:
- Hero: "Reimagine the way your team collaborates"
- CTA: "Get started for free"

결과:
- Hero: Tier 1 슬롭 — "Reimagine the way" 패턴
  대안:
  1. "팀이 매일 쓰는 N개 도구를 하나로 합칩니다"
  2. "회의를 [숫자] 줄이는 협업 도구"
  3. "[페르소나]를 위한 협업 워크플로우"
- CTA: 평범 — "Get started for free"는 슬롭 아님, 유지

권장 수정:
- Hero를 1번으로 교체 → 다시 Claude Design에서 시안 갱신

Example 2 — Korean marketing page

입력:
- Hero: "혁신적인 AI 기반의 차세대 마케팅 자동화"
- 서브: "당신의 마케팅을 한 차원 높여 줄 솔루션"
- Feature: ["빠르게", "쉽게", "정확하게", "강력하게"]

결과:
- Hero: Tier 1 슬롭 3개 ("혁신적인", "AI 기반의", "차세대") 동시 사용
  대안:
  1. "주간 보고서 자동 생성·발송 — 30분 작업이 0분"
  2. "[고객 사례] 처럼 채널 광고 운영 시간 [N시간 → M시간]"
  3. "마케팅 자동화로 [구체적 결과]"
- 서브: Tier 1 슬롭 ("한 차원 높여")
- Feature: 구조 안티패턴 — A B C D 부사 나열
  대안: 각각 구체적 결과·수치로 교체

Example 3 — Mixed (English + Korean)

입력:
- 영문 Hero + 한국어 서브
- 영문 CTA + 한국어 푸터

결과: 언어별 사전 적용, 각각 분석

Precautions

Do

  • Tier 1 is almost always recommended for revision — usable with self-censorship
  • Tier 2 requires context checking — do not make arbitrary judgments
  • Alternative copy should specific results and figuresbe included — clichéd expressions are abstract, hence slop
  • As a follow-up, chaining moai-content:humanize-korean is recommended (Korean results)

Don't

  • Do not advise against all English copy on the grounds of "AI slop" — some expressions are industry standard
  • Do not mistake the user's brand's intended tone for slop — prioritize checking context
  • Do not automatically batch-edit — always apply after user review

Related skills

Skill When to use
moai-content:humanize-korean Follow-up: naturalize Korean copy (SSOT of 10 major categories × 40+ AI tell patterns)
moai-core:ai-slop-reviewer Follow-up: general AI slop review of all text outputs
moai-design:claude-design-brief Prerequisite: refine the brief so better copy is produced
moai-marketing:campaign-planner Auxiliary: review tone and message consistency of campaign copy
moai-content:copywriting Alternative: generate copy directly outside Claude Design