SIM-box origination steals international-termination revenue from operators and floods the network with low-trust A2P traffic. BroadNet detects it with ML behavioural fingerprinting + signalling-edge inspection — and routes the recovered traffic back through your A2P monetisation engine.
Threshold-based detection alone misses modern SIM-box estates that rotate IMEIs and SIMs in cadence. BroadNet scores the meta-pattern.
Behavioural fingerprinting
Per-IMSI / per-IMEI / per-MSISDN models score each subscriber on call cadence, destination diversity, mobility patterns, on-net/off-net ratio and roaming history. SIM-box behaviour looks nothing like a real subscriber once you score it correctly.
Signalling-edge inspection
MAP / Diameter signatures at the STP and DRA. IMEI re-use across SIMs, abnormal location updates, and 'always-on, never-roaming, only-MT-from-international' patterns surface in real time.
CDR + DLR cross-checks
Voice CDRs from the MSC cross-referenced with A2P DLRs from the SMSC. Suspect SIMs that show high MT-only voice from international origins while sending domestic A2P are flagged and quarantined.
Revenue-impact scoring
Per-detection revenue-recovery estimate based on the operator's own interconnect rate card. Lets finance + fraud teams prioritise the largest leaks first instead of chasing every false positive.
Patterns we detect
The behaviour SIM boxes can't hide.
Behavioural pattern
Always-on, never-mobile
Subscriber stays attached to the same cell tower 24/7 with no realistic mobility — characteristic of a SIM rack sitting in a building.
Behavioural pattern
International MT, domestic MO
Receives a high volume of international mobile-terminated voice but originates only domestic mobile-originated calls — the classic SIM-box revenue-arbitrage pattern.
Behavioural pattern
Off-hours surge
Spikes in call volume during overnight hours when the SIM owner shouldn't be active — common when the box owner is running a separate timezone's traffic through the rack.
Behavioural pattern
IMEI / SIM rotation cadence
Same IMEI hopping across many SIMs (or vice versa) on a regular cadence to dodge legacy threshold rules. Behavioural model picks up the meta-pattern.
Detection pipeline
From a passive tap torecovered revenue.
SIM boxes never touch an inline hop. BroadNet mirrors your signalling, CDR and DLR feeds, correlates six evidence sources per subscriber, scores them with a rule engine and a behavioural model in parallel, then quarantines confirmed estates and re-routes the bypassed traffic back to billable A2P.
SS7
01 · Tap
Passive feed
Signalling (SS7/MAP), CDRs and DLRs are mirrored to BroadNet — no inline element, no added hop, no risk to live traffic.
0 ms added latency
SS7 MAP · CDR · DLR
⇄
02 · Correlate
Evidence fusion
Six sources joined per subscriber, IMEI and route — velocity, cell spread, call/SMS ratio, silent periods, device and A-number reuse.
6 sources · 1 view
per-IMEI / route join
AI
03 · Score
Dual engine
A deterministic rule engine and a behavioural model run in parallel — explainable thresholds for the regulator, ML for rotating estates under any fixed limit.
explainable + ML
verdict + confidence
⛔
04 · Enforce
Quarantine
Confirmed boxes are quarantined or barred under maker-checker control, with a defensible evidence pack attached to every action.
auto or maker-checker
reclaimed → billable A2P
$
05 · Recover
A2P reclaim
Bypassed international voice and A2P is pushed back onto billable, on-net routes — with a per-event CDR your finance team can settle.
per-event CDR
← evidence pack · chain-of-custody · exportable for the regulator
01 · Tap
Passive feed
Signalling (SS7/MAP), CDRs and DLRs are mirrored to BroadNet — no inline element, no added hop, no risk to live traffic.
0 ms added latency
02 · Correlate
Evidence fusion
Six sources joined per subscriber, IMEI and route — velocity, cell spread, call/SMS ratio, silent periods, device and A-number reuse.
6 sources · 1 view
03 · Score
Dual engine
A deterministic rule engine and a behavioural model run in parallel — explainable thresholds for the regulator, ML for rotating estates under any fixed limit.
explainable + ML
04 · Enforce
Quarantine
Confirmed boxes are quarantined or barred under maker-checker control, with a defensible evidence pack attached to every action.
auto or maker-checker
05 · Recover
A2P reclaim
Bypassed international voice and A2P is pushed back onto billable, on-net routes — with a per-event CDR your finance team can settle.
per-event CDR
Inside the engine
Rules and behaviour, running in parallel.
A deterministic rule engine and a behavioural model evaluate every subscriber at the same time. Thresholds give explainable verdicts you can defend to a regulator; the model catches the rotating estates that stay under any fixed threshold. Their outputs are fused into a single quarantine decision.
Deterministic lane
Rule + threshold engine
Hard, explainable checks that fire the moment a SIM crosses a policy line — IMEI/TAC deny-lists, velocity ceilings, on-net/off-net ratio limits and test-call-generation corroboration. Explainable enough to defend a termination decision to a subscriber or a regulator.
IMEI / TAC deny-lists and re-use thresholds
Call-velocity and destination-diversity ceilings
Test-call-generation (TCG) hit corroboration
On-net / off-net ratio and roaming-status rules
Probabilistic lane
Behavioural model
Per-IMSI / per-IMEI / per-MSISDN models that score the meta-pattern a threshold rule can't express — SIM and IMEI rotation in cadence, off-hours surges, and the always-on, never-roaming, only-MT-from-international shape a real subscriber never produces. Retrains nightly on your own labelled ground truth.
Meta-pattern scoring across rotating SIM/IMEI estates
Mobility, cadence and cell-attachment fingerprints
Nightly retraining on operator ground truth
Feature attribution behind every quarantine
Where the evidence comes from
Six sources, correlated into one score.
Signalling-edge inspection
MAP location-update and SRI patterns at the STP, Diameter at the DRA. SIM boxes betray themselves with abnormal update cadence and an attached-forever, never-roaming signature.
IMEI / TAC validation
Type-allocation-code checks catch modem-class hardware masquerading as handsets, and IMEI re-use across many SIMs surfaces the rack behind the numbers.
Voice CDR + A2P DLR cross-check
Voice CDRs from the MSC are correlated with A2P DLRs from the SMSC. A SIM taking high international-MT voice while pushing domestic A2P is the arbitrage tell.
Mobility + cell attachment
Real subscribers move. A SIM anchored to one cell 24/7 with no realistic handover pattern scores as stationary hardware, not a person.
Rotation cadence
SIM/IMEI hopping on a regular schedule to dodge legacy thresholds is itself a signature. The model scores the rotation, not the individual identifiers.
Revenue-impact scoring
Each detection carries an international-termination recovery estimate from your own interconnect rate card, so RA and fraud teams chase the biggest leaks first.
Passive by default · signalling + CDR + DLR fusion
Deployment model
From passive tap to revenue recovery.
Step 01
Passive baseline (7-21 days)
We deploy in mirror mode on a tap at the SMSC and STP edges. Your RA + fraud teams set the policy lock once the baseline is signed off — no risk to delivery during the learning window.
Step 02
Inline enforcement (5×9 availability)
Nodes flip to inline at carrier-grade availability. Flagged SIMs get quarantined per the agreed policy — silent quarantine, throttling, or terminate-with-reason — depending on the operator's regulator stance.
Step 03
Continuous learning
The model retrains nightly on your operator's own labelled ground truth (RA disputes, complaint queues, regulator advisories) blended with anonymised signal from BroadNet's global feed.
Step 04
Revenue recovery loop
Detected fraud is routed back through your A2P monetisation engine. Grey-route enterprises become billed enterprises; international-voice termination revenue stays on the operator's books.
The revenue arithmetic.
Detection is half the answer. The other half is converting the recovered grey-route into billed enterprise traffic through BroadNet's A2P monetisation engine — which is why operators run the two side-by-side.
International-termination revenue protected
SIM-box arbitrage that bypasses your IGW gets killed at the signalling edge. The international termination minutes stay on the operator's books at the agreed wholesale rate.
Grey enterprises converted to billed enterprises
Detected senders are pulled into the A2P monetisation funnel. Where SMS firewall + sender-ID registry are deployed together, grey traffic that was escaping billing is moved onto billed A2P routes.
Subscriber trust restored
Lower complaint volumes on spam SMS = better NPS = lower churn. Hard to measure but consistently visible in CSAT panels post-deployment.
Operator due diligence
Questions operators ask.
What exactly is a SIM box and why does it cost operators money?
A SIM box is a rack of prepaid SIMs that terminates international voice as if it were local mobile-originated traffic, bypassing the licensed international gateway. The operator loses the international-termination fee it should have billed, and the network fills with low-trust SIMs that also pump grey-route A2P. Detection recovers both the termination revenue and the A2P revenue.
How is this different from the threshold rules we already run?
Threshold rules catch yesterday's SIM boxes. Modern estates rotate SIMs and IMEIs in cadence specifically to stay under any fixed threshold. BroadNet runs those deterministic rules in parallel with a behavioural model that scores the meta-pattern — the rotation itself, the mobility shape, the international-MT/domestic-MO ratio — so estates that evade thresholds still get caught.
Do you rely on test-call generation (TCG)?
TCG is one corroborating signal, not the whole system. Probe calls confirm a suspected route, but they are expensive, slow and easy to evade with SIM rotation. BroadNet's primary detection is passive behavioural and signalling analysis over your live CDR and signalling feeds; TCG hits simply reinforce an already-scored verdict.
Won't you quarantine legitimate heavy users?
The model scores the full behavioural fingerprint, not a single metric. A legitimate heavy user still moves, still roams, still originates a normal mix of calls. SIM-box behaviour is distinguishable once you score mobility, cadence, IMEI/TAC class and the CDR/DLR cross-check together. Every quarantine ships with feature attribution your fraud team can review before enforcement.
How is it deployed, and is there risk to live traffic?
Rollouts start in passive-mirror mode on a tap at the SMSC and STP edges for a 7-21 day baseline, with zero delivery risk. Once your RA and fraud teams sign the policy lock, nodes flip to inline at 5x9 availability. Enforcement is configurable — silent quarantine, throttle, or terminate-with-reason — to match your regulator's stance.
How does detection turn into recovered revenue?
Two ways. Killing SIM-box arbitrage at the signalling edge keeps international-termination minutes on your books at the wholesale rate. And detected grey-route enterprises are routed into BroadNet's A2P monetisation engine, converting unbilled senders into billed enterprises — which is why operators run SIM-box detection and A2P monetisation side by side.
What does it need from our network?
Read access to voice CDRs from the MSC, A2P DLRs from the SMSC, and a signalling feed at the STP (SS7/MAP) and DRA (Diameter). It sits alongside your existing SMS and signalling firewalls and shares the sender-ID registry, so it augments rather than replaces the estate you already run.
Does the model keep up as SIM-box tactics change?
It retrains nightly on your operator's own labelled ground truth — RA disputes, complaint queues and regulator advisories — blended with anonymised signal from BroadNet's global feed. New evasion tactics seen on one network harden detection across the fleet without exposing any operator's data.
Operator briefing covers deployment model, integration timeline, ground-truth labelling workflow and a model recovery-revenue forecast based on your CDR mix.