Telecom · churn save
Sense the engagement and social graph. Predict a subscriber about to leave. Act: the agent launches the matched retention offer before the porting request lands.
In action
See the loop close.
Four walkthroughs of the same pattern: the graph your data hides is rebuilt, the outcome is predicted, and a governed agent takes the action. The scenarios below are illustrative, run on synthetic data, so we can show the mechanics without anyone's real records.
A mule ring, quarantined before payout.
Flat transaction tables hide the ring. The graph does not.
SENSE account-account flows PREDICT mule_ring WITHIN 24 HOURS THEN quarantine
| Ring | Accounts | Agent action |
|---|---|---|
| RING-204 | 7 | Quarantined |
| RING-118 | 4 | Quarantined |
| RING-377 | 3 | Routed to review |
| ACC-90142 | 1 | Cleared |
Why the agent quarantined RING-204
Amount-matched pass-through
Shared device fingerprint
New accounts, 48h old
Audit record
agent quarantined 7 accounts · 02:11:54Z · policy mule-v2 · hash 3c9d…a7 · reversible · funds held pending review
Same loop, different action.
Fintech · account takeover
Sense device and login relationships. Predict a takeover in progress. Act: the agent steps up authentication and holds high-risk transfers, with a human notified.
Retail · replenishment
Sense the demand and supply graph. Predict a stockout by region. Act: the agent places the replenishment order inside the buyer's guardrails.
SaaS · expansion
Sense the product usage graph. Predict an account ready to expand. Act: the agent opens the play in the CRM and alerts the owner with the evidence.
Insurance · claim fraud
Sense claimant and provider links. Predict a staged-claim ring. Act: the agent holds the claims and opens a single investigation across the ring.
Healthcare · readmission
Sense the longitudinal care graph. Predict a high readmission risk. Act: the agent prompts the follow-up outreach and routes to the care team.
Scenarios are illustrative and run on synthetic data. Reproducible benchmark results are reported separately on the research page, and we never relabel synthetic results as client outcomes.
Close the loop on your data.
Bring a labelled table or use a bundled sample. We will surface the graph, predict, and run a governed action end to end, with the full audit in front of you.
We will reach out within one business day.