Public-review and supplied-feedback analysis

Review Sentiment Analyzer - AI Feedback API

Review Sentiment Analyzer is an AI Feedback Analysis API for public review pages that expose review data or for review arrays supplied by the caller. It computes rating evidence transparently and produces a structured sentiment summary without fabricating customer content.

RapidAPI discovery posture

Review Sentiment Analyzer - AI Feedback API

Review Sentiment Analyzer and AI Feedback API for Ecommerce, brand and support dashboards. Analyze publicly accessible review evidence or consented caller-supplied feedback into clean sentiment, pros, cons and recurring-theme JSON.

Sentiment-AnalysisReview-AnalysisEcommerceBrand-MonitoringLLM

Search intent: review sentiment analyzer · feedback analysis · ecommerce reviews · brand monitoring · AI sentiment

Open listing & choose a plan
Evidence-only feedback analysis

Analyze accessible evidence. Never manufacture customer opinion.

Submit a public review page that exposes review markup without authentication, or paste feedback your organization is authorized to process. The analyzer returns a structured summary only from the supplied evidence and returns a clear error when a public page does not expose reviews.

review-sentiment-analyzer.analyze / public or caller-supplied evidence
Source and evidence summaryawaiting source
SOURCE
Enter a public review URL.
RATING EVIDENCE
Shown only when the supplied evidence contains ratings.
PROCESSING RULE
The service does not bypass authentication, anti-bot controls or source access restrictions.
Structured sentiment output
Provide a valid source and run analysis.

No review text, rating or testimonial is preloaded in this demo.

Source boundaries

Only review markup a public page provides is analyzed; blocked sources return an explicit error.

First-party feedback

Platforms holding consented feedback can submit it directly without relying on a third-party page fetch.

Screen-ready JSON

Pros, cons, themes, sentiment and limitations are grouped in a concise output for dashboard widgets.

Direct API access

Use a product-scoped key outside RapidAPI.

Immediate API access after a successful subscription; sources must be public or caller-authorized. The entitlement includes 1,000 analyses/month and is revoked when the associated subscription ends.

01

Subscribe

Choose direct checkout or subscribe through RapidAPI.

02

Generate one key

Open the authenticated API Access area and generate the product-scoped key once.

03

Call the endpoint

Send X-API-Key to POST /api/v1/review-sentiment/analyze; usage headers report the remaining allowance.

curl --request POST \
  --url https://prodapi-gqe9kzue.manus.space/api/v1/review-sentiment/analyze \
  --header 'X-API-Key: YOUR_DIRECT_KEY' \
  --header 'Content-Type: application/json'
Integration notes

RapidAPI-ready endpoint contracts.

Every endpoint documents a testable request shape or an explicit public-source requirement, plus a response example, so a developer can inspect the contract before running it in RapidAPI.

POST/api/v1/review-sentiment-analyzer/analyze
curl --request POST \
  --url https://YOUR_RAPIDAPI_HOST/api/v1/review-sentiment-analyzer/analyze \
  --header 'x-rapidapi-key: YOUR_KEY' \
  --header 'x-rapidapi-host: YOUR_RAPIDAPI_HOST' \
  --header 'Idempotency-Key: review-example-001' \
  --header 'Content-Type: application/json' \
  --data '{"url":"https://YOUR_PUBLIC_REVIEW_PAGE"}'
200Example response
{"reviewCount":0,"ratingSummary":{"averageRating":null,"ratedReviewCount":0},"analysis":{"overallSentiment":"<positive|neutral|negative|mixed>","topPros":[],"topCons":[],"hasNegativeFeedback":false}}
Buyer FAQ

Commercial and integration questions.

Can I buy this outside RapidAPI?

Yes. Use direct Stripe checkout for a product-scoped key, or choose RapidAPI if you prefer its marketplace billing and gateway.

How are limits enforced?

Direct keys are scoped to this product and the 1,000 analyses/month allowance. Responses include usage headers; exhausted allowances are rejected.

What data is retained?

Retention differs by workflow and is documented in the Privacy notice. Do not send secrets, credentials, regulated data or content you are not authorized to process.

What support is included?

Self-service support covers verified integration and billing issues. Enterprise response targets, uptime or recovery commitments apply only when written in an order form.