The problem

Why this exists.

General LLMs are expensive, slow, and unreliable on the work that runs a business: double-entry accounting, revenue recognition, accruals, FX. A wrong number is a material misstatement, and renting frontier tokens for every journal entry makes margin and latency impossible.

What it does

Built for the job, not the demo.

Domain model

Tuned for GL, AP/AR, the close, rev-rec, FX and intercompany.

Independent verifier

Checks every output, scores confidence, and abstains when unsure.

Distilled task models

Run 10–100× cheaper than frontier models on the hot paths.

Private by default

Per-tenant isolation, with VPC and air-gapped serving for regulated teams.

Constrained decoding

Schema-valid, arithmetic-safe outputs. No malformed entries.

Data flywheel

Every approval and override becomes training signal. Accuracy climbs monthly.

One ecosystem

Part of the Bizos suite.

Ledgra is the shared brain. Closr, Miros, Invox and Sentra all reason through it.

See Ledgra run on your data.

Bring a redacted GL or a sample batch. We’ll show you a live run end-to-end.