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How to Write a Yelp Business Description from Facts

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How to Write a Yelp Business Description from Facts

Yelp About sections invent 4.9 stars. Hours and services from facts. Not a review-response pack.

The matching generator is the Yelp Business Description from Facts (No Invented Reviews or Ratings) prompt. Browse related cards in the PromptDig library (Browse more prompts). When a filled run survives, share the version you actually use (Share a prompt).

Stay under the About cap

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. Start by filling Inputs, not by asking the model to remember last week's run. If a field is blank, write NONE or NOT IN INPUTS and leave it blank through Generate. The card is built so the model cannot honestly invent a number, owner, URL, or command that you did not paste.

Paste these fields before you hit run:

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]

That inventory is the honesty ledger. Anything that does not appear there is forbidden in the draft. If you catch yourself adding a nice-to-have after the run, you are no longer using the card. You are ghostwriting. Put the extra fact in Inputs and run again.

Services only from the facts list

Generate is numbered on purpose. Do not skip a step because the first paragraph looked done. The early steps exist to stop later prose from smuggling claims.

Walk the Generate list in order:

  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.

If a step asks for a version lock, quote the version from Inputs in the output. If a step asks for a refuse list, keep the refuse list in the published artifact, not in a sidebar you delete. Reviewers should see what the model was not allowed to do.

Leave rating UNKNOWN if blank

Most failures are the same shape: a missing field gets a confident fill. A conversion rate appears. A Gradle task appears. A flash point appears. A caption appears on a job that asked for slide text only. Your review is to search the draft for numbers, names, and commands, then grep Inputs. No match means cut.

Honor the constraints as hard stops, not vibes:

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

When the card says not legal advice, not certification, not an exam dump, or not a caption engine, that sentence belongs at the top of the output. Deleting it to look more finished is how you inherit risk.

Refuse review quotes and photo invent

Finish with the compliance pass the prompt already asks for. Quote the banned-word hits. Cut them. Print character counts when the job has a cap. Print word counts when the job has a budget. List gaps as gaps. Five missing facts are more useful than one smooth paragraph.

Tags on the card (yelp business description, yelp about from facts, no invented yelp ratings) are a reminder of the job shape, not an invitation to wander into a neighboring cluster. If you need a different surface, open a different PromptDig card rather than stretching this one.

Fill the card, then run

Replace every bracket. Run on ChatGPT, Claude, or Gemini. Read the ledger first, then the artifact. If the model invents a commit, KPI, DOI, PEL, bid, or logo, discard the run. Tighten Inputs. Run again. Share the filled card that survived, not the first draft that sounded done.