What is the SocialCrawl Review Integrity API?

GET /v1/prism/review-integrity returns a deterministic, reproducible integrity grade for a product or brand by comparing ratings across Amazon, Google Shopping, Trustpilot, and the open web. It uses a Welch t-test for cross-source divergence, Sarle's coefficient for distribution bimodality, forum-tone contrast, and spam-domain clustering — no AI or LLM.

How does the fake-review grade work?

Each signal returns pass, warn, fail, or unavailable, and the A-F grade starts at A and drops two steps per fail and one per warn, excluding any test that could not run. Every number is a published formula tagged with a methodology_version, so the verdict is fully auditable.

Which sources does review-integrity compare?

Amazon and Google Shopping supply product-search anchor ratings, Trustpilot supplies the company axis, and the open web supplies a rating-distribution histogram plus unsolicited forum mentions. Anchor on an asin or gid for precision, or pass query to auto-resolve across all sources.

How much does a review-integrity call cost?

Each call is a flat 30 credits. Commerce data is slow, so a call can take 20-60 seconds. If fewer than half the requested rating sources resolve, half the cost is refunded; if no source resolves at all, the full 30 credits come back. New accounts get 100 free credits with no card.

Why is the reviewer-history signal unavailable?

Reviewer-history and reviewer-overlap tests need a reviewer-profile feed that no upstream source exposes, so that signal is honestly returned as unavailable rather than guessed. The shipped method covers cross-source divergence, bimodality, forum tone, and spam clustering — the tests that the data supports.

100 free credits — no credit card required

Prism Review Integrity API

Name: Prism Review Integrity API
Brand: SocialCrawl
Availability: InStock
Rating: 4.9 (200 reviews)

Scrape Prism Review Integrity data with one API call. Computes a documented, reproducible integrity grade for a product or brand by comparing ratings across Amazon, Google Shopping, Trustpilot, and the open web: cross-source rating divergence (Welch t-test), web-distribution bimodality (Sarle's coefficient), unsolicited-forum tone contrast, and spam-domain clustering. No AI/LLM — every number is a published formula (`methodology_version`). Returns the grade, per-signal evidence, per-source ratings, the divergence pair, and the raw sampled reviews. Reviewer-history tests are flagged `unavailable` (no upstream reviewer-profile source). Anchor on `asin`/`gid` for precision or `query` to auto-resolve. Commerce data takes 20-60s.

Last updated June 2026

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Try the Prism Review Integrity API

See real data before writing a single line

GET/v1/prism/review-integrity

Searching 42 platforms in parallel

TikTok·

Instagram·

YouTube·

Facebook·

X·

LinkedIn·

Reddit·

Threads·

Pinterest·

Twitch·

Truth Social·

Snapchat·

Kick·

Bluesky·

Kwai·

Rumble·

Spotify·

TikTok Shop·

Amazon Shop·

Google Shopping·

Trustpilot·

TripAdvisor·

Linktree·

Komi·

Pillar·

lnk.bio·

Facebook Ads·

Google Ads·

LinkedIn Ads·

Google Search·

Google News·

Google Finance·

Polymarket·

Tavily·

Hacker News·

GitHub·

Perplexity·

Naver·UUtility·

Universal Search

TikTok·

Instagram·

YouTube·

Facebook·

X·

LinkedIn·

Reddit·

Threads·

Pinterest·

Twitch·

Truth Social·

Snapchat·

Kick·

Bluesky·

Kwai·

Rumble·

Spotify·

TikTok Shop·

Amazon Shop·

Google Shopping·

Trustpilot·

TripAdvisor·

Linktree·

Komi·

Pillar·

lnk.bio·

Facebook Ads·

Google Ads·

LinkedIn Ads·

Google Search·

Google News·

Google Finance·

Polymarket·

Tavily·

Hacker News·

GitHub·

Perplexity·

Naver·UUtility·

Universal Search

TikTok·

Instagram·

YouTube·

Facebook·

X·

LinkedIn·

Reddit·

Threads·

Pinterest·

Twitch·

Truth Social·

Snapchat·

Kick·

Bluesky·

Kwai·

Rumble·

Spotify·

TikTok Shop·

Amazon Shop·

Google Shopping·

Trustpilot·

TripAdvisor·

Linktree·

Komi·

Pillar·

lnk.bio·

Facebook Ads·

Google Ads·

LinkedIn Ads·

Google Search·

Google News·

Google Finance·

Polymarket·

Tavily·

Hacker News·

GitHub·

Perplexity·

Naver·UUtility·

Universal Search

TikTok·

Instagram·

YouTube·

Facebook·

X·

LinkedIn·

Reddit·

Threads·

Pinterest·

Twitch·

Truth Social·

Snapchat·

Kick·

Bluesky·

Kwai·

Rumble·

Spotify·

TikTok Shop·

Amazon Shop·

Google Shopping·

Trustpilot·

TripAdvisor·

Linktree·

Komi·

Pillar·

lnk.bio·

Facebook Ads·

Google Ads·

LinkedIn Ads·

Google Search·

Google News·

Google Finance·

Polymarket·

Tavily·

Hacker News·

GitHub·

Perplexity·

Naver·UUtility·

Universal Search

Prism API

What can you do with the Review Integrity API?

The Review Integrity endpoint gives you structured Prism data with computed fields in a single request. No scraping infrastructure to build or maintain.

Example Request

curl "https://www.socialcrawl.dev/v1/prism/review-integrity" \
  -H "x-api-key: YOUR_API_KEY"

import requests

response = requests.get(
    "https://www.socialcrawl.dev/v1/prism/review-integrity",
    headers={"x-api-key": "YOUR_API_KEY"},
    params={},
)
data = response.json()

const params = new URLSearchParams({

});

const response = await fetch(`https://www.socialcrawl.dev/v1/prism/review-integrity?${params}`, {
  headers: { "x-api-key": "YOUR_API_KEY" },
});
const data = await response.json();

Parameters

Parameter	Required	Description
query	No	Product or brand name to evaluate.
asin	No	Amazon ASIN to anchor the Amazon axis directly (skips product-search).
gid	No	Google product id (gid) to anchor the Google Shopping axis (NOT the catalogid product.id).
sources	No	CSV subset of amazon,google_shopping,trustpilot,web,forums (default all).
country	No	Marketplace country (DFS location). Defaults to United States.

API Details

How does the Prism Review Integrity API work?

Send a GET request with your API key and get back clean, structured JSON. Every response follows our unified schema with computed fields.

Method

GET

Response

JSON

Why SocialCrawl

Why use SocialCrawl for Prism Review Integrity data?

We handle the complexity of Prism data extraction so you can focus on building. Unified schema, AI enrichment, and zero platform logic in your code.

One schema for every platform — write your integration once
Computed fields on every response: engagement rate, reach, category, language
No scraping infrastructure to build, no proxies to manage, no rate limits to fight
Real-time data from Prism — no caching, no delays

Developer First

How do you scrape social media data in seconds?

The fastest social media scraping API for developers. Scrape profiles, posts, comments, and analytics from 42 platforms covering 10B+ monthly active users.

One schema, every platform

Query 42 platforms with identical response structures. Write your integration once.

Computed fields, not just scraped

Every response includes engagement_rate, estimated_reach, content_category, and language — ready to use.

See your data before you code

Visual Data Explorer — paste any URL, get rich result cards, sortable tables, CSV export.

import requests

response = requests.get(
    'https://www.socialcrawl.dev/v1/tiktok/profile',
    params={'handle': 'charlidamelio'},
    headers={'x-api-key': 'sc_YOUR_API_KEY'}
)
data = response.json()

[ .JSON ]

{
  "success": true,
  "platform": "tiktok",
  "data": {
    "author": {
      "username": "charlidamelio",
      "followers": 152400000
    },
    "engagement": {
      "likes": 12400000000,
      "engagement_rate": 0.087
    },
    "metadata": {
      "language": "en",
      "content_category": "lifestyle"
    }
  }
}

+ 42 platforms

FAQ

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