Layout-aware parsing
Tables, multi-page, multi-currency, scans, and stamps — read correctly the first time.
Document Intelligence
Docula
Docula is the perception layer — an owned multimodal model that turns any vendor document into a schema-validated record with per-field confidence and audit-ready provenance.
Part of the Closora close
LedgrDoculaVocoraTwinnReconnLedgrDoculaVocoraTwinnReconn
Overview
What Docula does
Docula is the perception layer — an owned multimodal model that turns any vendor document into a schema-validated record with per-field confidence and audit-ready provenance.
Every product in the suite shares memory, audit trail, and the verifier — composing one autonomous close function from owned models.
At a glance
- Invoice + PO + remittance capture
- Bulk AP backlog ingestion
- Multilingual document extraction
Key features
Why teams deploy Docula
Per-field confidence
Low-confidence fields route straight to the exception agent, not your team.
Provenance boxes
Every extracted value links back to its bounding box for audit.
Template learning
Learns each vendor's format over time, compounding accuracy per customer.
How it works
Inside the workflow
Ingest
Docula 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
| Model | Fine-tuned vision-language |
|---|---|
| Serving | TensorRT + Triton |
| Throughput | Sub-second per page |
| Deploy | VPC / air-gapped via NIM |
Inside the product
A look at the surface
Use cases
Where it earns its keep
Invoice + PO + remittance capture
Docula handles invoice + po + remittance capture end to end, escalating only true exceptions.
Bulk AP backlog ingestion
Docula handles bulk ap backlog ingestion end to end, escalating only true exceptions.
Multilingual document extraction
Docula handles multilingual document extraction end to end, escalating only true exceptions.
$2k–$10k /mo
Docula included with the Growth platform.
- Unlimited agents
- Shared audit trail
- SSO + audit log
- Shadow onboarding
Custom
Private fine-tune of Docula on your corpus.
- Owned model fine-tune
- VPC / air-gapped
- Dedicated FDE
- Compliance packs
Related products
Pairs well with
Ledgr
The fine-tuned GAAP-reasoning and independent verifier engine behind every decision.
View product →
Vocora
A realtime voice agent that runs AR collections calls autonomously.
View product →FAQ
Docula 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 Docula on your data.
We'll run it in shadow mode against a recent period so you can compare.