urlscan.io Blog


Brand AI and ML verdicts improved, new AI summaries

We have made significant improvements to our core AI features on the urlscan Pro platform: Brand AI allows users search for brand abuse using the visual representation of a website, ML verdicts deliver a score for the trustworthiness of a website and the new AI summaries help users understand the content of a website in a foreign language.

Searching for brand names using Brand AI on urlscan Pro

Brand AI 2.0

We are now using an improved model for our Brand AI feature. Brand AI dynamically recognizes the brand name of a website and makes it available as a searchable attribute in the visible.brandname field in the scans database. Using the visible brand name determined by Brand AI, customers can hunt for pages related to their brand more effectively than using pure text-based signals (such as text.content or page.title).

Searching for brand names using Brand AI can be as easy as:

visible.brandname:ezpass

Using the .keyword field for exact matches (no additional words):

visible.brandname.keyword:irs

Brand AI allows urlscan and our customers to quickly detect new phishing and brand-impersonation campaigns which deviate from previous templates and branding.

Searching for brand names using Brand AI on urlscan Pro

Searching for brand names using Brand AI on urlscan Pro

ML Verdicts 2.0

Our ML classifier has been retrained from scratch using a refined training data selection regime and additional classification features. The mis-classification rate should now be much lower. A side-effect of this new training run is that many newly observed domains and hostnames will be assigned a more aggressive score.

The ML verdicts can be queried using the verdicts.engines.score field, with values ranging from -100 (benign) to 100 (malicious). The ML verdicts do not automatically trigger detections using our traditional verified detections available via the brand.key fields.

Brand AI and ML Verdict on a scan result page

Brand AI and ML Verdict on a scan result page

Brand AI and ML verdicts can be combined for targeted hunting:

visible.brandname:mygov AND verdicts.engines.score:>80

AI Summaries & Translations

We have launched an experimental new feature called AI Summaries and AI Translations. These will summarise and translate the content of the scan screenshot. The goal is to allow our customers to quickly understand the content of a website delivered in a foreign language without resorting to copy-pasting text into third-party platforms. This is a common requirement when investigating campaigns or malicious infrastructure and stumbling on a website in a foreign language.

AI Summary and Translation on a scan result page

AI Summary and Translation on a scan result page

More on urlscan Pro

If you want to learn about the urlscan Pro platform and how it might be valuable for your organization feel free to reach out to us! We offer free trials with no strings attached. We would be happy to give you a passionate demo of what our platform can do for you. Reach out to us at sales@urlscan.io.