How RatingMantra Works
RatingMantra turns a plain-English question into a clear, side-by-side comparison. Here's exactly what happens between your question and the answer — and where you should still apply your own judgment.
See it in action. Ask a question and watch the comparison come together.
Try a comparison →The four steps
1. You ask
Describe what you want to compare in plain English — no keyword tricks needed.
2. We search
The AI searches public web sources suited to your topic and gathers recent results.
3. We analyze
It extracts and averages ratings, reads review sentiment, and captures price signals.
4. You decide
You get a ranked comparison with source links — a starting point you can verify.
Where the data comes from
RatingMantra draws on publicly available web sources matched to the topic: G2 and Capterra for software, Glassdoor and AmbitionBox for employers, Amazon and retailers for products, and Google, Yelp, TripAdvisor, and Zomato for restaurants and local places. Every comparison links back to the pages it used.
What it does — and doesn't — do
RatingMantra organizes information to save you research time. It doesn't replace official product information or your own judgment. Because results are AI-generated from public sources, they can be incomplete or outdated — so confirm the current price and details with the seller. For high-stakes medical, financial, legal, or safety decisions, don't rely on an AI result as your only source.
Curious about a specific part? Read about review sentiment analysis or AI product comparison.
Frequently asked questions
How does RatingMantra work?
You ask in plain English; it searches public sources, then uses AI to extract and average ratings, read sentiment, and gather price signals into a ranked comparison with source links.
Where does RatingMantra get its data?
From public web sources suited to the topic — G2/Capterra for software, Glassdoor for employers, Amazon/retailers for products, and Google/Yelp/TripAdvisor/Zomato for places.
Is RatingMantra accurate?
It's a helpful starting point, but results can be incomplete or outdated. Verify important details with the original source before deciding.