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Reconciliation · AI/ML · Zero-Touch

Zero-Touch Reconciliation with AI/ML

AI/ML-powered reconciliation engine that automatically matches transactions across all payment rails — PIX, TED, Boleto — with 99.9% accuracy and full audit trail.

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Match ResultMatched
Confidence99.87%
TierExact match
Processing8ms
Algorithmml_v3

Exact

94%

High

4%

Probable

1.5%

Manual

0.5%

1.247 lançamentos conciliados

0 exceções pendentes

99.9%

Match rate

8ms

Matching latency

4

Confidence tiers

Multi-rail

PIX, TED, Boleto

Zero-touch

Automation

24/7

Processing

From entry to match, without human intervention

01

Ingestion

Entries from all rails normalized into a single format

Real-time

02

AI/ML Matching

Engine with 4 tiers: exact, high, probable and manual review

8ms

03

Validation

Cross-check with ledger, bank statement and payment rail

Automatic

04

Reconciliation

Matched entries, positions updated, audit recorded

Instant

05

Exceptions

Smart routing of unmatched with escalation rules

Configurable

Smart reconciliation, one API

Automatic matching

Submit entries and receive the match with confidence score and audit trail.

Reconcile — Request
1
curl https://api.revenu.com/reconciliation/match \
2
-u:prod_key \
3
-d account_id=acc_checking_001 \
4
-d amount=150000 \
5
-d rail='pix' \
6
-d reference='E123456789'
▌
Response — 200 OK
{
"match_id": "mtch_9k4m2p7r",
"status": "matched",
"confidence": 0.9987,
"tier": "exact",
"algorithm": "ml_v3",
"processing_ms": 8
}▌

Intelligent Reconciliation

Automated matching engine that eliminates manual reconciliation across all payment rails.

AI/ML Engine

AI/ML Matching Engine

4-tier confidence matching system (exact, high, probable, manual) powered by machine learning. Learns from historical patterns to continuously improve match rates.

4 Confidence Tiers

Exact (99%+), High (95%+), Probable (80%+) and Manual Review. Each match classified with score and evidence.

8ms Matching

Engine optimized for sub-10ms latency. Processes thousands of entries per second without batching.

Continuous Learning

ML learns from manual resolutions to continuously improve automatic match rate.

Operations

Multi-Rail Support

Unified reconciliation across PIX, TED, Boleto, and card transactions. Normalize and match entries regardless of payment rail or settlement timing.

Exception Management

Smart routing of unmatched entries with configurable escalation rules. Prioritize exceptions by amount, age, and risk score for efficient resolution.

Position Dashboard

Consolidated view of reconciliation position by account, rail and period. Drill-down to entry level.

Configurable SLA

Set resolution deadlines by priority. Automatic escalation when SLA is exceeded.

Compliance

Continuous Compliance

Real-time audit trail for every match decision. Full traceability from source entry to matched counterpart with algorithm transparency and regulatory evidence.

Regulatory Reports

Automatic generation of reconciliation reports for external audit and BACEN.

Recon Webhooks

Events for match, exception, resolution and report_ready. Integrate with your internal systems.

Configurable Retention

Reconciliation data retained per regulatory policy. Export in multiple formats.

Smart reconciliation vs. manual

Processo manual
Com Revenu
Reconciliation
Manual / spreadsheet
Automatic AI/ML 99.9%
Latency
Daily/weekly batch
8ms real-time
Multi-rail
Separate systems
PIX + TED + Boleto unified
Exceptions
E-mail / ticket
Smart routing + SLA
Audit
Manual documentation
Automatic digital trail
Confidence
Binary (yes/no)
4 tiers with ML score
Case Study

“We eliminated 3 FTEs dedicated to manual reconciliation. The AI engine reconciles 99.9% automatically — we only review high-risk exceptions.”

Controller, Banco Digital Beta
3 FTEs

Eliminated

99.9%

Automatic match

8ms

Matching latency

Test reconciliation now

Sandbox with test entries, simulated matching and position reports.

Free sandboxSimulated matchingTest reports
Sandbox

Test reconciliation

AI matching in sandbox.

Test reconciliation

Free sandbox environment · No credit card

Audit certified

BACEN
ISO 27001
PCI DSS v4.0
LGPD
MED 2.0
ISO 20022

Start building today

Direct access to complete banking infrastructure: accounts, cards, payments and capital. Build your financial products on your terms, without unnecessary intermediaries.

Documentation

Everything you need to get started with our APIs and build your financial products.

Getting Started

Step-by-step guides and tutorials to get your first financial product up and running quickly.

Contact Sales

Talk to our sales team and get your questions answered.