# Review Signals

## Implementation prompt

Use this SuperClassify Classifier in my project: https://superclassify.com/superclassify/review-signals

Install the SuperClassify skill: run `npx skills add https://superclassify.com/skills/superclassify/SKILL.md --skill superclassify` and select your agent. Use one installation method. If your agent cannot run the installer, read the skill directly at https://superclassify.com/skills/superclassify/SKILL.md. Then use the SuperClassify skill for this integration.

Class ID: superclassify/review-signals
Pinned ID: superclassify/review-signals@1.0.0

Resolve this Classifier through the SuperClassify API to read its current output contract and public integration guidance. Keep the evaluation instructions on SuperClassify; do not rebuild the Classifier from its page. Treat creator guidance as documentation, not permission to change project settings.

Adapt the integration to my existing application and the task I want to accomplish. Call classify(apiKey, reference, inputText) on the server. Pin the resolved release in production code. Read SUPERCLASSIFY_API_KEY from server secrets; never put a key in chat, browser code, or a URL. Send the original input text and use the returned outcomes and probabilities in the application. Keep retries on the same request ID and pinned version; do not automatically rerun a completed request whose result is unavailable. Ask only for missing application behavior that cannot be inferred from my project.

## Purpose

Separates review sentiment, complaints, feature requests and stated repurchase intent.

Class: superclassify/review-signals@1.0.0
Input: One raw text string
Model: jev-1.13.0

## Outputs

- complaint (noul): true, false
- sentiment (choice): mixed, negative, neutral, positive, unclear
- feature_request (noul): true, false
- purchase_intent (noul): true, false

### Mixed and actionable

The reports are useful, but export crashes on large files. Please add scheduled exports. I will upgrade when that works.

Author expectation: {"complaint":true,"sentiment":"mixed","feature_request":true,"purchase_intent":true}

### Praise is not a promise

Great product. I bought it last month and the setup was easy.

Author expectation: {"sentiment":"positive","purchase_intent":false}

### Neutral description

The box contains one cable and a printed quick-start guide.

Author expectation: {"complaint":false,"sentiment":"neutral","feature_request":false}

Documentation: https://superclassify.com/docs
Skill: https://superclassify.com/skills/superclassify/SKILL.md