Prompt Details
Model
Chat - (gpt-5.6)
Token size
735
Example input
[CONTENT]: Escape to mysterious Japan! In the exotic Orient, geisha girls walk everywhere in Tokio. Visit in April to catch cherry blossoms across all of Japan. Do not forget to tip your waiter generously, and stick your chopsticks upright in your rice bowl to shomarketing (travel promo blurb)w respect.
[CONTENT_TYPE]: marketing (travel promo blurb)
[FOCUS]: none
[STRICTNESS]: strict
Example output
FINDINGS (most severe first):
1. Excerpt: "geisha girls walk everywhere in Tokio"
Category: Sensitivity / Cultural accuracy | Severity: High
Why: "geisha girls" is demeaning and inaccurate—geisha are trained performing artists, not a common street sight.
Suggested fix: "you may glimpse a geisha, a traditional performing artist, in districts like Gion, Kyoto"
2. Excerpt: "stick your chopsticks upright in your rice bowl to show respect"
Category: Etiquette | Severity: High
Why: This is the opposite of respectful—upright chopsticks in rice resemble a funeral ritual.
Suggested fix: "rest your chopsticks on the holder or across your bowl—never stand them upright in rice"
3. Excerpt: "tip your waiter generously"
Category: Etiquette | Severity: High
Why: Tipping is generally not customary in Japan and can cause confusion.
Suggested fix: "no need to tip—it is not customary in Japan"
4. Excerpt: "mysterious Japan…the exotic Orient"
Category: Stereotype & cliché | Severity: High
Why: "exotic" and "the Orient" are othering, outdated framings.
Suggested fix: "Discover Japan"
5. Excerpt: "Visit in April to catch cherry blossoms across all of Japan"
Category: Seasonal & regional | Severity: Medium
Why: Bloom timing varies by region and year—earlier in Okinawa, later in Hokkaido.
Suggested fix: "cherry blossoms usually bloom late March–April in much of Japan; dates vary by region and year"
6. Excerpt: "Tokio"
Category: Terminology & romaji | Severity: Low
Why: Standard English spelling is "Tokyo."
Suggested fix: "Tokyo"
TERMINOLOGY & ROMAJI FIXES:
Tokio → Tokyo | geisha girls → geisha | the exotic Orient → Japan
WHAT WORKS:
- The invitation has energy and a clear seasonal hook.
- Concrete travel tips; with accurate etiquette they will genuinely help visitors.
CORRECTED REWRITE:
"Discover Japan! In Kyoto's Gion district you may glimpse a geisha, a traditional performing artist. Explore history at castles and museums, where costumed performers bring the past to life. Cherry blossoms usually bloom late March–April in much of Japan, though dates vary by region and year. A few tips: you do not need to tip—it is not customary—and rest your chopsticks on the holder rather than standing them upright in your rice."
This is advisory, not a certification. Japanese culture varies by region, generation, and person; verify specifics for your context before publishing.
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GPT-5.6
A paste-and-run prompt that reviews English content about Japan across six categories and returns findings with severity, why each matters, suggested fixes, and a corrected rewrite. Advisory, not a certification. Works with ChatGPT, Claude, and Gemini.
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Added over 1 month ago
