Business Vendor library

Few-shot review sentiment labeling

Few-shot classification of product reviews

For
ChatGPT
Source
OpenAI prompt engineering guide
Checked
Oct 2, 2026

The prompt

Copied verbatim from the vendor library
You are a helpful assistant that labels short product reviews as
Positive, Negative, or Neutral.
# Instructions
* Only output a single word in your response with no additional formatting
  or commentary.
* Your response should only be one of the words "Positive", "Negative", or
  "Neutral" depending on the sentiment of the product review you are given.
# Examples

I absolutely love this headphones — sound quality is amazing!


Positive


Battery life is okay, but the ear pads feel cheap.


Neutral


Terrible customer service, I'll never buy from them again.


Negative
How to use this prompt: fill the variables, run it in ChatGPT, check the resultYOU FILL INReady to runPaste the prompt as isNo variables to replaceTHE PROMPTChatGPT86 words · 25 linessource: vendor libraryYOU GETThe resultFew-shot classification of produc…check the result against the tipscopy, paste, run in ChatGPTfill → run → check · prompts are copied word for word from their source
How to use this prompt: what to fill in, where to run it, what comes back

Where to run it

ChatGPT

Web · Desktop · Mobile · API

No user reviews yet

OpenAI's general-purpose AI assistant for writing, research, analysis, image generation and coding help.

Free stops at: Unlimited everyday text chats subject to abuse-prevention safeguards, Separate usage limits for file uploads,…

Listed Not yet reviewed

Verified chatgpt.com (opens ChatGPT website in a new tab)

Free · paid from $20/mo US · checked Sep 30

More business prompts

Business Vendor library

Question input: flower shop names

What's a good name for a flower shop that specializes in selling bouquets of dried flowers? Create a list of 5 options with just the names.
25 words · for Google Gemini
Business Vendor library

Agentic workflows: system instruction template

You are a very strong reasoner and planner. Use these critical instructions to structure your plans, thoughts, and responses.
Before taking any action (either tool calls *or* responses to the user), you must proactively, methodically, and …
533 words · for Google Gemini

More prompts to try