What we changed: We added new data sources to the machine learning algorithm

[kexej28769@nongnue]

Based on a study of the leading SaaS companies in the market, we found that Semrush has consistently delivered the most accurate search volume among the industry-leading SEO platforms, for both historic and new keywords, big and small.

For closely related keywords and plural variations, we are able to provide specific and accurate volume for every query actively searched on the Internet.

For example, Google Keyword Planner gives all these terms the list of kyrgyzstan consumer email same volume:

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Semrush, on the other hand, can indicate the specific volume of each term:

To combine all the strengths of what's out there, we've increased our data sources and added some new algorithms to the mechanism.

Machine learning is like Pac-Man: the more data it consumes, the stronger it becomes . And then it reaches higher levels!

Here's what's new:

Five times more data sources than the previous algorithm.
We have added a natural language processing (NLP) algorithm that defines the popularity and trends of different topics.
We have added an anomaly detection algorithm that validates high-quality data from our data providers.
Now, with more data sources to work with, our algorithm identifies more patterns and ultimately achieves superior performance.