Cycling through all six. Tap any point to stop.
Measured on six things
Real-time Amazon review data as structured JSON
Security
52HTTPS and HSTS enforced, but no CSP, frame protection, Referrer-Policy or DMARC (6/12 checklist). SSO/SAML and audit logs are Enterprise-only; no public audit found.
Screenshots
1 / 1
About this app
Extract structured Amazon customer review data in real time — full review text, star ratings, verified-purchase status, helpful votes, and reviewer profiles — as structured JSON from any Amazon marketplace. Free tier: 60 credits per month, no credit card; review pages billed at 5 credits per page. Extract thousands of reviews in seconds. Specify an ASIN and marketplace and get structured JSON ready to use. Built for sellers, researchers, and AI agents that need real-time voice-of-customer data.
Key features
- 1Structured JSON review extraction: full text, star rating, verified-purchase status, helpful votes, reviewer profiles.
- 2Advanced filtering by date, star rating and marketplace; visual content (images/videos) extraction.
- 3Credit-based pricing with a no-card 60-credit free tier, pricing calculator and Enterprise SSO/SLA options.
Target customer profile
Drawn from the product itself, not from a survey.
Demographic
Amazon sellers and brand managers
Pain points
Hard to monitor competitor reviews at scale; miss negative sentiment early
Primary needs
Bulk review extraction, verified-purchase filtering, real-time alerts
Demographic
Data scientists and AI/ML engineers
Pain points
Need clean, labeled review data for NLP; scraping is brittle and time-consuming
Primary needs
Structured JSON output, scale, high success rate, easy integration
Demographic
Market research agencies and analysts
Pain points
Manual review collection is slow; need UGC and sentiment insights across markets
Primary needs
Multi-marketplace support, filtering by date/rating, visual content extraction
Scout Review
Written by AI from measured evidence, scored out of 100.
Pangolinfo's Amazon Reviews API is a focused, developer-first product: a clean code demo, a fast site (100/100 Lighthouse), a no-card free tier and a pricing calculator make it easy to try. The differentiators — verified-purchase filtering, image/video extraction, multi-market support — are real and specific to voice-of-customer use cases. Against a general scraper peer it holds its own on positioning. The gaps are polish (a clipped tooltip, low-contrast captions), thin security hardening (no CSP/DMARC, SSO gated to Enterprise) and a crowded category where the moat is operational rather than structural.
Measure by measure
Usability
62Clear hero CTAs, short nav, a pricing calculator and a no-card 60-credit free tier make evaluation easy; credit unit economics still take digging to understand.
Design
58Clean developer-oriented layout with a strong code-demo section, but a clipped tooltip bug, tiny low-contrast captions and inconsistent icon grids keep it merely average.
Speed
88Lighthouse 100/100 on both mobile and desktop, LCP 1.1s, CLS 0.01, TBT 7ms — genuinely fast, among the best of the pages reviewed.
Security
52HTTPS and HSTS enforced, but no CSP, frame protection, Referrer-Policy or DMARC (6/12 checklist). SSO/SAML and audit logs are Enterprise-only; no public audit found.
Accessibility
80Lighthouse a11y 95/100 with a language switch, but failing contrast and heading-order audits and no published WCAG statement keep it short of the top.
Growth
60Real, specific problem (voice-of-customer at scale) with concrete differentiators — verified-purchase filtering, visual extraction, multi-market — but a crowded scraping category.
Improvement areas
- Security hardening: add CSP, frame protection, Referrer-Policy and DMARC; publish a security/compliance page.
- Design polish: fix the clipped JSON tooltip, raise caption contrast and unify icon grids.
- Accessibility: correct color contrast and heading order to clear failing Lighthouse audits.
Design & Usability
The homepage is competently built for a developer audience: a POST-request/JSON-response demo does more selling than any hero copy, and the short nav plus dual CTAs make the next step obvious. But polish is uneven — a clipped 'JSON Output' tooltip on the phone mockup is a visible bug, hero captions are tiny and low-contrast, and the lower-page icon grids mix sizes and colors. On usability, the no-card 60-credit free tier and a pricing calculator lower the barrier, but credit unit economics ('5 credits per page') still require arithmetic before you know what anything costs.
Speed & Security
Speed is the standout: Lighthouse 100/100 on mobile and desktop, LCP 1.1s, CLS 0.01, TBT 7ms — the page is genuinely snappy and there are no lag complaints in the collected evidence. Security is the weak flank: HTTPS and HSTS are enforced, but the probe found no CSP, frame protection, Referrer-Policy or DMARC (6/12 checklist points). SSO/SAML, audit logs and data-retention controls are advertised only on the Enterprise tier, and no public SOC 2, ISO or pen-test report surfaced — normal for the stage, but not a strength.
Accessibility & Growth
Accessibility scores 95/100 on Lighthouse with a language switch, but two real audits fail — insufficient color contrast and non-sequential headings — and there is no published WCAG statement, so it lands solidly above average rather than excellent. Growth is a judgement on the idea: extracting structured Amazon reviews for sellers, researchers and AI teams is a real, specific problem, and verified-purchase filtering, visual content extraction and multi-marketplace support are concrete differentiators against a generic scraper like Rainforest. The category is crowded and the moat is operational (proxies, anti-bot), which caps how far the wedge carries it.
Conclusion
If you're a seller, analyst or ML engineer who needs clean Amazon review JSON without babysitting proxies, this is a credible, fast, fairly priced option — start on the free 60 credits and see if the 5-credits-per-page math works for your volume. If you need enterprise compliance today, ask sales for the SOC 2 and SSO details before committing. It won't win on brand or breadth, but it does one job clearly and quickly, which is more than most API landing pages manage.
Suggestions for improvement
- Fix the clipped 'JSON Output' tooltip and raise hero caption contrast/size for legibility.
- Add a plain-language example: '60 free credits = 12 review pages' to remove pricing arithmetic.
- Ship CSP, frame protection, Referrer-Policy and DMARC; publish a security page.
- Correct heading order and color contrast to clear the failing Lighthouse a11y audits.
Alternatives comparison
Named competitors, point by point. Nobody paid to appear here or to be left out.
| Rainforest QA (Amazon Review API) | ||
|---|---|---|
| Primary focus | Dedicated Amazon review extraction API with voice-of-customer focus | General-purpose Amazon scraping API including review endpoints |
| Verified-purchase filtering | Advertised as a core feature | Available via review endpoint fields, not a headline feature |
| Visual content extraction (images/videos) | Advertised: scrape user-generated images and videos | General scraping; not positioned around review media |
| Free tier | 60 credits/month, no credit card (5 credits per review page) | Trial/credit-based; details not verified in collected evidence |
| Multi-marketplace support | US, Europe, Japan and all major Amazon sites | Multi-marketplace scraping supported |
| Enterprise SSO/SLA | SSO/SAML, SLA, audit logs on Enterprise tier | Enterprise options available; specifics not verified |
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