You can access the 🧠 Review Sentiment Analyzer — Themes, Trends & Complaints programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {}
9
10# Run the Actor and wait for it to finish
11run = client.actor("nexgenwatch/review-sentiment-analyzer").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Review Sentiment Analyzer — Themes & Trends API API in Python

The Apify API client for Python is the official library that allows you to use 🧠 Review Sentiment Analyzer — Themes, Trends & Complaints API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

🧠 Review Sentiment Analyzer — Themes, Trends & Complaints API in JavaScript

🧠 Review Sentiment Analyzer — Themes, Trends & Complaints API through CLI

🧠 Review Sentiment Analyzer — Themes, Trends & Complaints OpenAPI definition

🧠 Review Sentiment Analyzer — Themes, Trends & Complaints API

Tool: Reviews Sentiment & Themes Analyzer

scrapers_lat/reviews-sentiment-tool

Analyze customer and product reviews for sentiment, score, themes and emotions using premium AI. Paid Apify plans only.

Scrapers Lat

App Review Deep Report — Sentiment, Themes & Complaints

nexgenwatch/app-review-deep-report

Stop paying $50–100+/month for a review-intelligence subscription you use a few times.

NexGen Watch

Amazon Review Intelligence Monitor

geneius/amazon-review-intelligence-monitor

Turn Amazon product reviews into complaint themes, praise themes, urgency scores, and listing actions.

Gene

Review Sentiment Summary API

bipbip-apis/review-sentiment-summary-api

Summarize public review pages and review JSON-LD: ratings, complaint themes, pros and cons, review count, and reputation risks.

Daniel Christensen

Trustpilot Reviews Scraper + AI Analysis

lizzyyy2/trustpilot-reviews-scraper-ai

Scrape Trustpilot business profiles and reviews, then optionally enrich them with AI sentiment, themes, complaints, praises and fake-review detection.

Lizzy

Google Maps Review Sentiment Analyzer

skunkattack/google-maps-review-sentiment-analyzer

Turn Google Maps reviews into insights. Sentiment analysis, keyword extraction, positive/negative themes & recommendations. Accepts JSON, CSV or dataset ID. Visual HTML reports included. Perfect for reputation management.

Matthew Skunks

Customer Sentiment Analysis AI

actor4you/customer-sentiment-analysis-ai

Scrape customer reviews from Facebook, Google Maps, Booking.com, and Amazon, then run AI-powered sentiment analysis. Get overall sentiment scores, trends, themes, and competitor comparisons.

Actor4you

Google Maps Review Intelligence Monitor

geneius/google-maps-review-intelligence-monitor

Turn Google Maps reviews into complaint themes, praise themes, urgency scores, and owner-response actions.

Gene

Trustpilot Review Analyzer — Sentiment, Trends & Response Rates

ryanclinton/trustpilot-review-analyzer

Scrape Trustpilot reviews for any business. Extract TrustScore, star ratings, review text, sentiment analysis, response rates, and keyword trends. No API key needed. Export JSON/CSV/Excel.