Explainable by design
Every alert ships with the rule that fired and the evidence behind it. ML anomalies come with SHAP attributions. Defensible in front of an auditor.
FRAUD DETECTION · MULTI-ERP · EXPLAINABLE
Vigil streams every journal entry from your accounting stack, scores its fraud risk in real time, and explains why — so your team acts on signal, not noise.
A slightly-too-round invoice. A vendor paid twice. A payment booked in the last hour of the quarter. Vigil scores every entry the moment it lands — so a scheme surfaces as a near-miss, not an audit finding.
Vigil never asks you to trust a black box. Hard rules catch known schemes; an isolation forest surfaces the unknown; SHAP says exactly which features drove the score.
Pull entries from five ERPs through one normalized model. Idempotent, batched.
Exact-decimal money, currencies, IBAN & tax IDs — one universal accounting shape.
Structuring, near-duplicates, period-end booking, Benford, shared IBAN, velocity — plus an ML anomaly score.
SHAP attributes every ML alert. Each rule carries its own evidence. No mystery scores.
A queue that learns from your verdicts and re-prioritizes the next batch.
Every alert ships with the rule that fired and the evidence behind it. ML anomalies come with SHAP attributions. Defensible in front of an auditor.
Pennylane, QuickBooks, Xero, Sage, Sellsy — normalized into a single universal ledger.
Group related alerts into investigations, narrate them with the assistant, export to CSV.
Confirm or dismiss — Vigil weights each rule by its precision and re-ranks what you see next.
Ask in plain language. The LLM calls scoped, aggregate tools over your data — token-bounded, tenant-isolated, never a data dump.
Every screen below is the live Vigil dashboard — the Risk Index, the priority-ranked queue, and the analytics your team actually works in.
This page moves. The product doesn't. Inside Vigil, colour is reserved for risk and one number tells you where you stand: the Risk Index. No dashboards screaming for attention — just the signal that matters, surfaced calmly.
Step inside →Open the dashboard, load demo data, and watch the Risk Index compute live.
Open the dashboard →Demo · demo@vigil.app / demopass123