NAYA vs Modern Treasury

Modern Treasury and NAYA both serve fintech infrastructure teams, but they solve different operational problems. Choosing between them depends on whether your primary challenge is moving money or verifying that money moved correctly.

What Modern Treasury does

Modern Treasury is a payment operations platform that provides APIs for moving money across bank rails. It handles ACH, wire transfers, and real-time payments through a unified interface. Teams use it to initiate payments, track payment lifecycles, and manage bank connectivity without building direct integrations to each financial institution.

Modern Treasury focuses on the outbound payment flow: creating payment orders, routing them through the correct rails, and confirming settlement. It provides ledgering capabilities to track balances internally and offers webhooks for payment status updates.

What NAYA does

NAYA is reconciliation infrastructure that verifies transactions after they move. It ingests data from payment processors, banks, ledgers, and internal systems, then applies deterministic matching logic to confirm that every record aligns across sources. Where Modern Treasury answers "did the payment go out," NAYA answers "does every system agree on what happened."

NAYA combines deterministic ID matching with graph-based probabilistic matching to handle exact matches, partial matches, splits, merges, and many-to-many relationships. Every match decision is stored with a full audit trail, making it possible to trace why any transaction was matched or flagged as an exception.

Payment operations vs. reconciliation infrastructure

Modern Treasury tracks the payments it initiates through its own system. It has visibility into what it sent and what the bank confirmed. But when transactions flow through multiple processors, involve third-party settlements, or generate records in systems outside Modern Treasury's scope, reconciliation gaps emerge.

NAYA is source-agnostic. It reconciles Modern Treasury transactions alongside Stripe charges, Adyen settlements, bank feeds, internal ledgers, and any other data source. The value is not in tracking a single payment rail but in proving that all systems reflect the same financial truth.

Feature comparison

Modern Treasury provides payment initiation APIs, bank connectivity, internal ledgering, payment approval workflows, and counterparty management. Its strength is the payment lifecycle from creation to settlement confirmation on the rails it controls.

NAYA provides multi-source data ingestion, deterministic and probabilistic matching, exception management, programmable reconciliation rules, and audit-ready reporting. Its strength is cross-system verification regardless of how transactions were initiated.

Modern Treasury gives you confidence that payments you initiated reached their destination. NAYA gives you confidence that every transaction across every system is accounted for, whether it originated from Modern Treasury, Stripe, manual processes, or partner systems.

Technical architecture comparison

Modern Treasury integrates at the bank level, sitting between your application and financial institutions. It abstracts bank-specific protocols behind a unified API and manages the complexity of multi-bank connectivity, payment formatting, and settlement tracking.

NAYA integrates at the data level, sitting between all your financial systems. It normalizes data from any source into a common schema, then runs matching algorithms across the unified dataset. The architecture is designed for high-volume, multi-source environments where transactions flow through dozens of systems before reconciliation.

When to use both

Many fintechs use Modern Treasury for payment initiation and bank connectivity while using NAYA for reconciliation and operational accuracy. Modern Treasury moves the money. NAYA verifies that every record across every system reflects what actually happened.

This combination is common in marketplace platforms, lending companies, and payment facilitators where transactions originate from multiple sources and settle through multiple channels. Modern Treasury handles the outbound flow while NAYA reconciles the full picture including inbound settlements, fees, chargebacks, and third-party reports.

Use cases by vertical

Marketplace platforms use Modern Treasury to pay out sellers and NAYA to reconcile platform fees, payment processor settlements, and seller balances across systems. Lending companies use Modern Treasury to disburse loans and collect repayments while NAYA reconciles loan servicing records against bank transactions and investor reports.

Payment facilitators use Modern Treasury to manage sub-merchant payouts and NAYA to reconcile processor settlements, reserve calculations, and regulatory reporting data. In each case, the payment initiation layer and the reconciliation layer serve complementary functions.

Making the right choice

Choose Modern Treasury when your primary need is payment initiation, bank connectivity, and payment lifecycle management. Choose NAYA when your primary need is cross-system reconciliation, transaction matching, and operational accuracy across multiple data sources.

If you are building financial infrastructure that involves both moving money and verifying that every system agrees on what happened, both tools serve distinct and complementary roles in your stack.

Getting started

Ready to see how NAYA fits into your financial infrastructure? Schedule a demo to explore how deterministic matching and cross-system reconciliation can eliminate manual verification work in your operations.