Global Updates to Search Volume Machine Learning Algorithm
October 10, 2022
Early in 2022, we announced a major update to our US database that significantly improved the accuracy and reliability of our search volume data.
By adding new sources of data into our algorithm, we can predict reliable search volumes more consistently.
According to our study, Semrush showed the highest accuracy among the top-known competitors in the US market as a result.
With better volume data at your disposal, you can be even more confident in forecasting potential traffic and SEO growth with your campaigns.
Now, the same algorithm update we made to the US database has also been applied to some of our regional databases. In addition to improved search volume accuracy, they’ve grown in database size, as well:
United Kingdom (from 894M to 1.3B keywords)
France (from 1.2B to 1.4B keywords)
Canada (from 626M to 1.03B keywords)
Australia (from 514M to 780M keywords)
Spain (from 743M to 1.02B keywords)
Italy (from 651M to 884M keywords)
The updates to this machine learning algorithm include:
Five times as many data sources as the previous algorithm
The addition of a Natural Language Processing (NLP) algorithm that defines the popularity and trends of different topics
The addition of an Anomaly Detection algorithm that validates high-quality data from our data providers
We expect a similar result in all regions.
Want to forecast your SEO potential? Discover any topic’s total search volume with the Keyword Magic Tool.
About Semrush
Semrush is a leading online visibility management SaaS platform that enables businesses globally to run search engine optimization, pay-per-click, content, social media and competitive research campaigns and get measurable results from online marketing. Semrush offers insights and solutions for companies to build, manage, and measure campaigns across various marketing channels. Semrush, with over 94,000 paying customers, is headquartered in Boston and has offices in Philadelphia, Trevose, Austin, Dallas, Amsterdam, Barcelona, Belgrade, Berlin, Limassol, Prague, Warsaw, and Yerevan.
YouTube Gap Analyzer Now Available in the Semrush App Center
Semrush has introduced YouTube Gap Analyzer to its App Center, expanding the range of tools available to marketers and creators working with video.
Product News
April 22, 2026
Semrush Introduces LLM Gap Analyzer to the App Center
The LLM Gap Analyzer app helps marketers understand how and why their content appears in large language models, and just as importantly, why it does not.
Product News
April 21, 2026
Voice Assist Added to the Semrush App Center
Semrush has expanded the App Center offering with Voice Assist, an AI voice assistant developed by CallRail.