Building Reconciliation for BaaS and Fintech

AI-powered multi-party reconciliation for BaaS.
Built for Seed to Series C fintechs processing 100K+ transactions monthly.
First 10 design partners shape the roadmap.

Your data stays encrypted. Deleted on request.

Target Experience
Kosha Reconciliation
JD
Total Transactions
48,392
↑ 12% vs last month
Auto Matched
46,215
95.5% match rate
Needs Review
2,177
4.5% of total
Time Saved
76h
This month

Recent Matches

Live
Stripe Payment #INV-2849
Nov 2, 2025 • 10:34 AM
$4,250.00
✓ Matched
PayPal Transfer #PP-8821
Nov 2, 2025 • 09:12 AM
$1,875.50
✓ Matched
Bank Transfer #ACH-4492
Nov 2, 2025 • 08:45 AM
$8,920.00
⚠ Review
Plaid Connect #PL-9384
Nov 2, 2025 • 07:28 AM
$12,440.25
✓ Matched
Card Payment #CC-7721
Nov 1, 2025 • 11:52 PM
$625.00
✓ Matched
Showing 5 of 48,392 transactions
AI confidence: 98.2%

Three Steps to Automated Reconciliation

Upload Your Data

Connect your payment provider CSVs or API from any source - sponsor banks, processors, or custom formats.

AI Detects Schema

Our LLM automatically detects columns, currencies, and data patterns. No manual mapping.

Match & Review

AI auto-matches the majority of transactions. Review exceptions in minutes, not days.

Stop Wasting 200 Hours Per Month on Manual Reconciliation

Before

Manual Reconciliation

Time Required 200 hours

Per month for 250K transactions

Manual CSV wrangling

Excel crashes, VLOOKUP errors

2-5% error rate

Human fatigue, copy-paste mistakes

Can't scale

Need to hire more analysts

Monthly Cost $15,000

2 analysts × $75/hr × 100 hours each

After

With Kosha

Time Required 10 hours

Per month for same 250K transactions

AI-powered matching

Auto-matched instantly

Target: <0.1% error rate

Machine learning accuracy

Infinite scalability

Handle 10M+ transactions easily

Time Savings

Focus on exceptions only

95%

reduction

Built for Modern Fintech Teams

ML-Powered Matching

Hybrid exact + fuzzy + machine learning algorithms match transactions with high accuracy

LLM Schema Detection

Upload any CSV format. Our AI detects columns automatically. No manual mapping needed.

Multi-Product Support (Spaces)

Reconcile payments, refunds, chargebacks, payouts—all in separate workspaces

Historical Learning

System learns from your corrections and gets smarter over time

Audit-Ready Reports

SOX-compliant audit trails, explainable AI, full transaction history

API-First Platform

Integrate with any system via REST API. Built for custom workflows and complex data sources.

Who We Serve

From payment processors to BaaS platforms, Kosha handles reconciliation at any scale

Payment Processors

Handle millions of transactions daily across multiple payment rails. Kosha auto-matches transactions, even with inconsistent CSV formats from different providers.

Card processors, ACH providers, wire services

Digital Banks & Neobanks

Reconcile deposits, withdrawals, fees, and FX across multiple accounts. Separate Spaces for each product line keep customer funds organized and auditable.

Consumer banking, business banking, embedded finance

BaaS Providers & Charter Banks

Supporting hundreds of fintech partners with white-label banking? Multi-tenant Spaces keep each partner's reconciliation isolated while you maintain oversight.

Companies like Unit, Synctera, Treasury Prime

Ready to See It In Action?

Try the interactive demo. No signup required.