How we compile platform data

How this data is gathered. Profiles are compiled from vendor websites, AWS Marketplace listings and third-party purchase data, last checked September 2026. Most vendors don't publish prices, so starting prices are marked as estimates. Framework and integration counts are the vendor's own claims and may include "mapped" rather than fully automated frameworks.

G2 ratings and review counts are taken from each product's G2 page (checked 29 Sep 2026) and may have changed since. The default "Recommended" order is our editorial selection. Choose "Top rated on G2" to order by rating alone, using a weighted score that balances rating and number of reviews, so a high rating from a handful of reviews doesn't outrank a slightly lower rating from over a thousand. Each score is (reviews × rating + m × average) ÷ (reviews + m), where the average is the mean rating across listed platforms and m is the median review count. Ties go to the platform with more reviews. Platforms without a verified G2 rating are listed last.