Interactive demo

SMS bulk-style classifier

What you’re looking at

Paste or type a short message (like an SMS). You get a score for how much the wording looks like bulk or automated text. It does not judge whether the message is safe or a scam.

What to do

  1. Paste or type in the box below, or press Random for an example.
  2. Press Analyze (the green button).
  3. Check the panel on the right for the label, percentage, and (after a run) which words mattered.
  4. Optional: further down, Simulate inbox scores several lines at once.
Common misconceptions & disclaimer Tap to expand Tap to collapse
01

Bulk-style is not the same as a scam

Spam here means mass/automated wording, not “scam.” 2FA codes and shipping pings can read “bulk” and still be fine.

02

A high score is not a danger rating

High P(bulk-style) is not a danger score. Low P is not proof of safety; use judgement on links and payments.

Disclaimer

Demonstration build. Not for production or safety decisions.

Checking inference API…
user@spam-detector:~$ sms_input.txt
Message
Technical report (PDF)

Full write-up: technical report (PDF). Non-production demo. P(bulk-style) measures wording similarity to bulk SMS in training, not scams or safety.