LMA Edge Hackathon 2026
From Excel Chaos to Single Source of Truth
AI-Powered Payment Reconciliation for Syndicated Loans. One platform where Agent and Participant banks see the same numbers, in real-time.
LMA Aligned
ISO 20022
Azure AI Powered
🖥️
Dashboard Screenshot
Scroll to explore
The Problem
A $4.7 Trillion Industry
A $4.7 Trillion Industry
Running on Spreadsheets
01
Email chains with PDF attachments
02
Each bank maintains separate Excel calculations
03
Hours spent finding cents-level discrepancies
04
40% of operations time on zero-value tasks
15
Banks in a typical syndicate
×15
Independent spreadsheets
= Reconciliation Nightmare
The Transformation
One Platform. One Truth.
❌ Before
Agent sends PDF via email
↓
15 banks open in Excel
↓
Each calculates independently
↓
Numbers don't match
↓
Hours/Days of Reconciliation
→
✓ After
Agent creates payment
↓
Auto-calculated distributions
↓
All banks see same data
↓
One-click confirm or dispute
↓
Instant Reconciliation ⚡
Artificial Intelligence
Three AI Features That
Three AI Features That
Transform Operations
📄
Document Extraction
Upload a PDF payment notice. AI extracts amounts, dates, rates, and distributions automatically.
15-30 min saved per document🔍
Anomaly Scanner
Two-phase detection catches rounding errors, mismatches, and outliers before disputes happen.
2-4 hours saved per cycle🤖
Discrepancy Assistant
AI analyzes disputes, identifies root causes, and drafts professional resolution responses.
30-60 min saved per dispute
Business Impact
Measurable Results
| Process | Before | After |
|---|---|---|
| PDF Data Entry | 30 minutes | 30 seconds |
| Discrepancy Review | 4 hours | Automatic |
| Dispute Resolution | 2-3 days | Same day |
| Audit Preparation | Manual | One-click |
70%
Reduction in
Reconciliation Time
Reconciliation Time
Built for Compliance
Every Action Logged.
Every Action Logged.
Every Decision Tracked.
"Would a compliance officer approve this?"
We built with that question in mind.
✓
LMA Agent Data Format
✓
ISO 20022 Compatible
✓
Immutable Audit Trail
✓
Role-Based Access
✓
Complete Traceability
✓
SLA Monitoring
🔒
100%
Complete Audit Trail
Every
Action Logged
Every
Decision Tracked
Technology
Built for Enterprise Scale
Frontend
Next.js 15
Styling
Tailwind CSS
Database
PostgreSQL
ORM
Prisma
AI Engine
Azure OpenAI
Storage
Azure Blob
RESTful
API Architecture
Real-time
Sync Updates
3
AI Features
LMA
Compliant
📊
SYNDICATE LEDGER
"From Excel chaos to single source of truth"
LMA Aligned
Real-time Transparency
AI-Powered