Vector candidate recall
GPU similarity search surfaces plausible matches across millions of lines.
Reconciliation Engine
Reconn
Reconn resolves bank-to-ledger reconciliation as a GPU vector + graph problem — fuzzy-matching millions of lines across timing, partials, and FX, then proposing the journal entry.
Part of the Closora close
LedgrDoculaVocoraTwinnReconnLedgrDoculaVocoraTwinnReconn
Overview
What Reconn does
Reconn resolves bank-to-ledger reconciliation as a GPU vector + graph problem — fuzzy-matching millions of lines across timing, partials, and FX, then proposing the journal entry.
Every product in the suite shares memory, audit trail, and the verifier — composing one autonomous close function from owned models.
At a glance
- Multi-bank bank reconciliation
- Cash application
- Credit-card / expense recon
Key features
Why teams deploy Reconn
Graph assignment
Many-to-many matching via accelerated graph algorithms (cuGraph).
Ambiguous-match scoring
A fine-tuned model scores hard matches and drafts the entry.
Explained residuals
Unmatched items route to the exception agent with reasons.
How it works
Inside the workflow
Ingest
Reconn 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
| Compute | RAPIDS + cuGraph + cuVS |
|---|---|
| Hardware | DGX A100 / H100 |
| Speed | Days → minutes |
| Serving | TensorRT match scorer |
Inside the product
A look at the surface
Use cases
Where it earns its keep
Multi-bank bank reconciliation
Reconn handles multi-bank bank reconciliation end to end, escalating only true exceptions.
Cash application
Reconn handles cash application end to end, escalating only true exceptions.
Credit-card / expense recon
Reconn handles credit-card / expense recon end to end, escalating only true exceptions.
$2k–$10k /mo
Reconn included with the Growth platform.
- Unlimited agents
- Shared audit trail
- SSO + audit log
- Shadow onboarding
Custom
Private fine-tune of Reconn 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
Reconn 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 Reconn on your data.
We'll run it in shadow mode against a recent period so you can compare.