GAAP-tuned reasoning
Resolves accruals, coding, and PO mismatches with structured, tool-callable decisions.
Reasoning + Verifier
Ledgr
Ledgr is the owned model core: a domain-tuned reasoning model that resolves AP/AR/close exceptions and a separate verifier model that gates every action before it touches the ledger.
Part of the Closora close
LedgrDoculaVocoraTwinnReconnLedgrDoculaVocoraTwinnReconn
Overview
What Ledgr does
Ledgr is the owned model core: a domain-tuned reasoning model that resolves AP/AR/close exceptions and a separate verifier model that gates every action before it touches the ledger.
Every product in the suite shares memory, audit trail, and the verifier — composing one autonomous close function from owned models.
At a glance
- 3-way match exception resolution
- Pre-write verification gate
- Accrual and coding judgment
Key features
Why teams deploy Ledgr
Independent verifier
A separately trained model catches duplicate payments, wrong GL accounts, and policy breaches.
Continuous learning
DPO/RLHF from controller overrides improves accuracy every month.
Distilled hot paths
Smaller task models serve high-volume steps at a fraction of frontier cost.
How it works
Inside the workflow
Ingest
Ledgr receives its inputs from your ERP, banks, or document stores in real time.
Reason
Owned, fine-tuned models make a structured, tool-callable decision with rationale.
Verify
An independent verifier gates the action against policy before anything is written.
Record
The outcome and its provenance land in the immutable audit timeline.
Specifications
Built on the NVIDIA stack
| Training | NVIDIA NeMo on DGX |
|---|---|
| Serving | TensorRT-LLM + Triton |
| Verifier latency | <100ms per action |
| Moat | Proprietary close-cycle corpus |
Inside the product
A look at the surface
Use cases
Where it earns its keep
3-way match exception resolution
Ledgr handles 3-way match exception resolution end to end, escalating only true exceptions.
Pre-write verification gate
Ledgr handles pre-write verification gate end to end, escalating only true exceptions.
Accrual and coding judgment
Ledgr handles accrual and coding judgment end to end, escalating only true exceptions.
$2k–$10k /mo
Ledgr included with the Growth platform.
- Unlimited agents
- Shared audit trail
- SSO + audit log
- Shadow onboarding
Custom
Private fine-tune of Ledgr on your corpus.
- Owned model fine-tune
- VPC / air-gapped
- Dedicated FDE
- Compliance packs
Related products
Pairs well with
Docula
GPU-served, layout-aware extraction for invoices, POs, and remittances.
View product →
Vocora
A realtime voice agent that runs AR collections calls autonomously.
View product →FAQ
Ledgr questions
Yes — packaged as a NIM microservice for VPC or air-gapped deployment.
Yes — each product is self-contained and can start on a single workflow without the rest of the suite.
Against a labeled benchmark with verifier catch-rate reported transparently.
Ready when you are
See Ledgr on your data.
We'll run it in shadow mode against a recent period so you can compare.