AI Reconciliation for Banks
Match, clear and resolve every reconciliation — bank, card, Nostro/Vostro, ATM/POS — with AI matching and exception workflows built for Vietnamese operations.
Overview
BancoOS ingests statements and internal ledgers, matches with rules and ML, clears with confidence and routes exceptions to the right analyst.
Industry challenges
- Recon spreadsheets and legacy tools miss fuzzy matches.
- Breaks accumulate across days and correspondents.
- No single audit trail for regulators.
- Ops teams are staffed for volume, not for value.
The BancoOS solution
Deterministic rules plus ML matching, intraday clearing, exception workflows and Copilot investigations — all inside one platform.
Workflow diagram
Business outcomes
- 60–80% reduction in manual matching.
- Breaks resolved intraday.
- Full audit trail for regulators.
- Analysts freed to focus on true exceptions.
Integrations
MT940/942, ISO 20022, SFTP, T24, Flexcube, Symbols, card switches and MISA/Business Central for finance.
Security & compliance
Encryption, tenant isolation, RBAC, full audit log and in-region hosting.
Frequently asked questions
›Which reconciliation types are supported?
Bank, card, Nostro/Vostro, ATM/POS, wallet, merchant acquiring and intercompany.
›How does AI matching compare to rules-only?
AI catches fuzzy and many-to-many matches that rules miss, typically lifting auto-match by 20–40 percentage points.
›Is intraday clearing supported?
Yes. Statements refresh continuously and matches clear intraday.
›How are exceptions resolved?
Analysts get a workspace with match candidates, prior resolutions and Copilot for natural-language investigation.
›Which statement formats are supported?
MT940/942, ISO 20022 camt.053/054, bank-specific formats and CSV via SFTP or API.
›Can we build custom matching rules?
Yes. Rules editor with test-in-sandbox, versioning and audit.
›How does BancoOS handle multi-currency?
Native multi-currency with rate-history and revaluation posting.
›How long to deploy?
6–8 weeks for the first reconciliation type; additional types roll out in weeks.
›Does BancoOS post to our GL?
Yes. Configurable posting rules with dual-control approvals.
›What ROI do banks see?
Typical results: 60–80% reduction in manual matching and full audit trail for regulators.