Process digital twin
A deterministic, replayable model of the ERP and close cycle.
Simulation + RL
Twinn
Twinn is the safe training ground — a replayable simulation of your ERP and close process where agents learn via reinforcement learning and every release is regression-tested against thousands of scenarios.
Part of the Closora close
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Overview
What Twinn does
Twinn is the safe training ground — a replayable simulation of your ERP and close process where agents learn via reinforcement learning and every release is regression-tested against thousands of scenarios.
Every product in the suite shares memory, audit trail, and the verifier — composing one autonomous close function from owned models.
At a glance
- Pre-production agent validation
- Safety evidence for auditors
- Exception scenario stress-testing
Key features
Why teams deploy Twinn
RL policy training
Agents improve on outcome reward: correct close, minimal exceptions.
Scenario library
Rare exceptions — fraud, intercompany, FX edge cases — generated and stored.
Regression gate
No agent change ships until it passes the twin.
How it works
Inside the workflow
Ingest
Twinn 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
| Simulation | NVIDIA Omniverse |
|---|---|
| RL | Isaac Lab |
| Training | DGX H200 / GB200 |
| Output | Validated agent policies |
Inside the product
A look at the surface
Use cases
Where it earns its keep
Pre-production agent validation
Twinn handles pre-production agent validation end to end, escalating only true exceptions.
Safety evidence for auditors
Twinn handles safety evidence for auditors end to end, escalating only true exceptions.
Exception scenario stress-testing
Twinn handles exception scenario stress-testing end to end, escalating only true exceptions.
$2k–$10k /mo
Twinn included with the Growth platform.
- Unlimited agents
- Shared audit trail
- SSO + audit log
- Shadow onboarding
Custom
Private fine-tune of Twinn 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 →
Docula
GPU-served, layout-aware extraction for invoices, POs, and remittances.
View product →FAQ
Twinn 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 Twinn on your data.
We'll run it in shadow mode against a recent period so you can compare.