Predictive Ledger

Anomalies found
--

High priority

Medium

Scanned

Flagged transactionsInverse _predict · reasons and recommended action shown

The Predictive DB

InverseApproach

LivePredictions

0Records

IndexedModel

_predict (inverse)

Anomaly detection uses inverse prediction: low $p on predictable fields = anomaly signal. No separate anomaly model needed — same _predict engine.

Example query

{
  "from": "invoices",
  "where": {
    "vendor": "Brand New Corp",
    "amount": 45000
  },
  "predict": "gl_code",
  "select": [
    "$p",
    "feature",
    "$why"
  ]
}

Verify yourself

Every claim on this page traces back to an Aito query. No separate model file — Aito predicts directly from its index.

View live schema (JSON) Query API reference

Note: GL codes (4100, 5300, 6200…) are illustrative — real Finnish Liikekirjuri uses different numbering. Chosen for demo readability.

Learn more

API reference: _predict

Start free trial →