Device Intelligence

Live

Recognise the machine, not the address it hides behind.

POST/v1/score/device

A blocked fraudster switches to a VPN and a fresh disposable inbox — both free, both already caught by the other endpoints. What they do not change is the machine in front of them. Drop one script tag on your signup page to get a stable device id that survives incognito and cleared storage, because it uses no cookie and writes nothing to the device.

What it detects

  • Repeat devices across accounts
  • Headless browsers and automation frameworks
  • Bot probability, scored separately from risk
  • Timezone that disagrees with the IP's country
  • Device abuse history across the network
  • Selenium, Puppeteer and Playwright markers

When to use it

The signal that catches the same person on their fortieth fake account.

Questions

Does fingerprinting need a cookie or user consent banner?

No cookie is set and nothing is written to the device — that is why the id survives incognito and cleared storage. It is still a form of identification, so document it in your privacy policy and rely on a legitimate-interest basis for fraud prevention, as you would for any anti-abuse measure.

What stops a bot from simply faking the signals?

Automation markers are collected but deliberately not hashed into the device id. So a bot that patches navigator.webdriver hides that one flag — and keeps the same identity, along with all the abuse reputation attached to it. Server-side User-Agent analysis runs independently of anything the client claims.

Why is bot probability separate from the risk score?

Because “this is a script” and “this is dangerous” are different questions. Plenty of automated traffic is legitimate — monitoring, integrations, accessibility tooling. Collapsing them into one number would force you to choose between blocking honest automation and ignoring real bots.

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