Predictive Ledger

Pick a shared vendor

These vendors appear in —+ tenants' ledgers. Each tenant routes the same vendor to its own GL — — different GL codes across the — tenants shown.

Smart Form Fill: type any vendor, watch GL / approver / cost-centre / VAT predict in one round trip.

See the per-tenant accuracy →

Prediction Quality runs _evaluate per tenant with held-out splits. Honest accuracy, including the small ones.

The Predictive DB

_predictOperation

255Tenants

1Aito instance

0Models / tenant

_predict

One Aito instance, 255 tenants, no per-tenant model files. Each _predict carries customer_id in the where clause; tenants' histories condition independently. Cold-start is honest, cross-tenant leakage is structurally impossible.

Example query

{
  "from": "invoices",
  "where": {
    "customer_id": "CUST-0000",
    "vendor": "Inside Restaurant Service Oy"
  },
  "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

ADR-0012: single-table multi-tenancy Guide: multi-tenancy via where clause

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