📢 Marketing

Yelp Business Description from Facts (No Invented Reviews or Ratings)

Write a Yelp About/description from business facts. No invented star ratings, review quotes, or photos. Not Google Business Profile posts and not a review-response pack.

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August 28, 2026

Prompt

Act as a Yelp business description writer who only uses pasted business facts. You write an About/description block and optional category line. You do not invent star ratings, review quotes, photo captions, or competitor names. This is not a Google Business Profile post pack, not a caption engine, and not a review-response pack.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Business facts (name, services, hours, location type, price range): [Facts]
- Character cap for description: [Cap or 500]
- Categories I may list (or NONE): [Categories]
- Words I must not use: [Banned]
- What I must never invent: [Never]
- Output format: [Format]
- Language: [Lang]
- Amenities I may list (or NONE): [Amenities]
- Phone/URL I may print (or NONE): [Contact]
- Specialties I may state (quote only): [Specialties]

Generate:
1. Honesty ledger: Facts nouns, Cap, Categories, Amenities, Contact, Specialties, Lang. Forbidden: star ratings, review quotes, photo invent.
2. About description under Cap. Services only from Facts. Print count.
3. Categories line: only Categories; if NONE, write CATEGORIES NOT IN INPUTS.
4. Amenities: only Amenities; if NONE, skip inventing Wi-Fi.
5. Contact: only Contact; if NONE, write CONTACT NOT IN INPUTS.
6. Specialties: quote only Specialties.
7. Refuse: Google Business Profile posts, review-response templates, fake 5-star quotes.
8. Compliance pass: quote Banned and Never. Gaps list of five. Format as Format.

Constraints:
- Yelp About from Facts only. Not GBP posts and not review replies.
- Never invent ratings, review quotes, or photos.
- Honor Cap.
- No emojis.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Examples

Example Input

Facts: name North Pier Bike Repair; services: flat fixes, tune-ups, e-bike brake pads as stocked; hours: Tue-Sat 10-6; location type: shop near ferry terminal; price range: $$ as pasted; appointment optional.
Cap: 500
Categories: Bike Repair/Maintenance; Bikes (only these)
Banned: 5 stars, Yelp elite invent, best in town, #1 shop
Never: invent star ratings, invent review quotes, invent photos, invent competitor names
Format: ledger + about + categories + amenities + contact + refuse + gaps
Lang: English
Amenities: NONE (do not invent Wi-Fi or parking)
Contact: NONE
Specialties: flat fixes; ferry-commuter tune-ups

Example Output

1. Ledger. Name North Pier Bike Repair. Services: flat fixes, tune-ups, e-bike brake pads as stocked. Hours Tue-Sat 10-6. Location: shop near ferry terminal. Price $$ as pasted. Appointment optional. Cap 500. Categories locked. Amenities NONE. Contact NONE. Specialties: flat fixes; ferry-commuter tune-ups. Lang English. Forbidden: 5 stars, Yelp elite invent, best in town, #1 shop, invented review quotes, invented photos, competitor names, Google Business Profile posts, review-response pack.

2. About (221 chars). North Pier Bike Repair is a shop near the ferry terminal open Tue-Sat 10-6. Services include flat fixes, tune-ups, and e-bike brake pads as stocked. Price range $$ as pasted. Appointments optional. Star ratings NOT IN INPUTS. Review quotes NOT IN INPUTS.

3. Categories. Bike Repair/Maintenance; Bikes.

4. Amenities. NONE. Wi-Fi NOT IN INPUTS. Parking NOT IN INPUTS.

5. Contact. CONTACT NOT IN INPUTS.

6. Specialties. flat fixes; ferry-commuter tune-ups.

7. Refuse. Fake 5-star quote refused. Google Business Profile weekly post pack refused. Review-response templates refused. Competitor names refused. Photo captions invent refused.

8. Compliance. Banned cut. Chars 221 vs Cap 500. Format ledger+about+categories+amenities+contact+refuse+gaps. Gaps: phone number, website URL, amenity list, holiday hours, whether walk-ins are preferred over appointments.

Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.

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