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ITW preview: where AI fraud detection actually moves the needle.

Most 'AI firewall' pitches are repackaged rule packs. Here's what real ML in fraud detection looks like — and what we'll be demoing at International Telecoms Week.

6 min read
Operators · Issue 17
6 min read

very operator firewall vendor at this year's ITW will use the word 'AI'. Most of them will be selling a rule-pack with two new thresholds. The conversation that actually matters: which signals are being modelled, how the model is updated, and whether the operator's own ground truth feeds the loop.

What real ML looks like in this space

  • Transcript-level classification of inbound A2P — not just sender-ID matching against a static list.
  • Per-IMSI / per-IMEI / per-MSISDN behavioural scoring updated nightly on the operator's own labelled data.
  • Cross-signal verdicts: CDR + DLR + signalling-edge + content classifier — together, not separately.
  • A pin/veto workflow that lets the operator's RA team override the model decision and feed that correction back into tomorrow's retrain.

What BroadNet brings

Our ML-driven SMS firewall + SIM-box detection stack scores the fraud probability of every message. The continuous-learning loop is the part that moves the needle — operators stop chasing the same patterns every quarter once the model is reading their own network's signal.

Demo runs are on the floor. Find us at our booth or book a meeting via the press page.
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