Predictive Ledger

Coded automatically
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Predicted at ≥ 0.85 confidence

Avg confidence

Pending

Need review

Below 0.85 confidence, so it goes to you

Pending invoicesSelect rows to bulk-override · click a prediction for alternatives

	Invoice	Date	Due	Vendor	Net	VAT	Hyväksyjä	GL Code	Conf.	Source

The Predictive DB

_predictOperation

LivePredictions

0Records

IndexedModel

_predict

GL code assignment and approver routing via _predict. Mined per-customer rules handle high-precision patterns; Aito fills the gap for remaining vendors.

Example query

{
  "from": "invoices",
  "where": {
    "customer_id": "CUST-0001",
    "vendor": "Kesko Oyj",
    "amount": 4220
  },
  "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.

Source code

GL + approver predictionsrc/invoice_service.py Which rules route (governance)src/rule_governance.py This pagefrontend/app/invoices/page.tsx Aito v2 clientsrc/aito_v2_client.py The whole demo on GitHub

Learn more

API reference: _predict Benchmark: 45.6% vs 33.4%

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