What Ntropy does

Ntropy is a New York-based fintech, incorporated as Ntropy Network Inc. (Delaware), that provides an API for standardizing and enriching financial transaction data across any source, geography, or language. Founded in 2020 by CEO Naré Vardanyan and CTO Ilia Zintchenko, the company serves financial institutions, alternative lenders, fintech platforms, accounting automation providers, and spend management vendors. Its flagship product, the Transaction Enrichment API, converts raw, unstructured bank transactions (e.g., "WIRE 04823 ACH AMZN MKTPLCE") into clean, structured records with merchant identification, categorization, and recurrence detection in milliseconds. The platform covers 100M+ unique entities globally and processes hundreds of millions of transactions daily, with 94-98% accuracy across label, merchant, website, and intermediary classification tasks.

The underlying technology combines large language models — explicitly GPT-4-0314 and Claude — with a proprietary caching and denoising infrastructure purpose-built for financial workloads. This layer achieves 97.5-98.7% cache hit rates for entity recognition and 96.2%+ for categorization, reducing LLM-driven costs by 100-500x and latency by 163-260x versus direct API usage. Ntropy has productized the architecture as four modular enrichment components (Entity Identification, Categorization, Recurrence, and Insights), an Income Check module for consumer credit risk, and an emerging AI-agent framework for supplier payment optimization. The company holds SOC 2 Type 2 certification and serves a customer base spanning a top-10 US bank, a major Latam financial institution (covering 20% of Peru's banked population), a European open banking provider, and hundreds of startup customers including Wayflyer, Marqeta, Monarch Money, SumUp, Airbase, Stenn, Finaloop, Float, and Gradient.

Ntropy generates revenue primarily through usage-based pricing on its Transaction Enrichment API, with modular feature billing (customers pay only for the components they use), a 14-day free trial of 2,000 transactions, no-commitment plans for smaller volumes, and custom multi-year enterprise contracts for high-volume deployments. The company has raised USD 14m+ to date (seed in 2020 and a Series A in October 2022 led by QED Investors and Lakestar), maintains engineering offices in San Francisco and London alongside its New York headquarters, and pursues a hybrid go-to-market combining self-serve developer onboarding with enterprise sales for large financial institutions.

Name

Ntropy

Legal name

Ntropy Network Inc.

Website

https://ntropy.com

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

11–50 employees

Short description

Ntropy is a New York-based fintech founded in 2020 that provides an LLM-powered API for standardizing and enriching financial transaction data. It serves banks, lenders, and fintech platforms with merchant identification, categorization, and recurrence detection at global scale.

Ownership category

akta.pro rank

Product category

Financial Data Enrichment API

NAICS

Financial Transactions Processing, Reserve, and Clearinghouse Activities (52232)

SIC

Finance Services (6199)

akta.pro primary industry

Tokenization, Network Vaults & Credential Management (FSAGABAF)

Keywords

• Transaction enrichment API
• Financial data standardization
• Merchant identification service
• Bank transaction categorization
• Financial data infrastructure

Headquarters

HQ city

New York

HQ country

United States

HQ region

North America

Offices3 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. Transaction Enrichment API: Usage-based pricing where customers pay per transaction enriched. Offers free trial (2,000 transactions), no-commitment plans for small volumes, and custom pricing for large enterprise volumes. Modular infrastructure means customers only pay for features they use.
2. Insights Product: Analytics tool for business lenders to recreate financial statements from bank transactions, positioned as natural evolution of enrichment product

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels7 records

Core offering

Ntropy provides a financial data standardization and enrichment API that transforms raw, unstructured bank transactions into clean, structured data with merchant identification, categorization, recurrence detection, and cash flow pattern analysis. The product serves financial institutions, lenders, fintechs, and spend management platforms through both a self-serve developer API (Python SDK and REST) and enterprise sales. Pricing is usage-based per transaction enriched, with modular feature access so customers only pay for the capabilities they use.

Differentiator

Problem solved

Functional benefit

Products and services

• Transaction Enrichment Core API product that transforms raw, unstructured bank transactions into actionable enriched data with merchant identification, categorization, and recurrence detection in milliseconds. Serves financial institutions, lenders, fintechs, spend management platforms, and accounting platforms via Python SDK and REST API.
• Insights Analytics tool for business lenders that instantly recreates financial statements (P&L, cashflow) from enriched bank transaction data, enabling scaled underwriting without adding analyst headcount. Positioned as a natural evolution of the enrichment product.
• Income Check Product that identifies all income streams a consumer has from bank transaction data to help lenders evaluate credit risk and affordability for consumer lending decisions.

Quantifiable outcome

• Cost reduction: $4.5M/day to $9k/day (500x) for 60M transactions/day processing
• +7 more outcomes

Named customers23 records

Segments6 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Feature6 records

Partnerships

Two partnerships are on record, tiered core.

• YapilycoreTechnology or Integration · 5 September 2023Partnership to expand Ntropy's data enrichment service across Europe using Yapily's open banking connectivity. Yapily connects to all top brands including Stripe and Revolut, enabling Ntropy to reach more European fintech customers requiring SMB lending data.
• ValidiscoreStrategic or Co-development PartnerPartnership to bring the best quality accounting data coupled with bank data and insights to customers ranging from CPAs to large FIs. Validis serves major FIs including Barclays, Santander, Grant Thornton, Deloitte, Withum. Together aiming to be the industry standard for best-in-class financial data.

Scale indicators11 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Plaid: Plaid provides financial-data connectivity and enrichment APIs to banks, lenders and fintechs. It directly overlaps Ntropy's API-first enrichment of bank transactions and shares the same target buyers in financial services.
• TrueLayer: TrueLayer provides open-banking connectivity and enrichment across Europe, with a similar API-first, developer-led GTM to Ntropy. Both target European fintechs and lenders needing enriched transaction data.
• Yodlee (Envestnet): Yodlee provides bank-data aggregation, categorization and analytics APIs to FIs and fintechs. It competes in the same merchant-identification and transaction-categorization categories as Ntropy, often as incumbent infrastructure at large banks.
• Finicity (Mastercard): Finicity, owned by Mastercard, offers financial-data aggregation and enrichment APIs for lending and account verification. It competes directly with Ntropy in the lending-underwriting and cash-flow-analysis use cases.
• Akoya: Akoya operates a data-access network that lets banks and FIs share enriched financial data with permissioned third parties. It addresses the same bank-to-fintech data-enrichment problem Ntropy solves.
• Validis: Validis brings accounting-data + bank-data to lenders, CPAs and FIs (Barclays, Santander, Grant Thornton, Deloitte). It is both a Ntropy partner and an adjacent competitor in the SMB credit-decisioning data stack.
• MX Technologies: MX delivers transaction-data aggregation, categorization and enrichment for banks, credit unions and fintechs. Its core product competes head-to-head with Ntropy's merchant identification and categorization APIs.

Emerging players

• Codat: Codat offers an API for SMB financial data (accounting, banking, commerce) used by lenders and fintechs. It targets overlapping use cases in SMB cash-flow underwriting but focuses on accounting-platform integrations rather than raw bank-transaction enrichment.

Broad incumbents

• Mastercard: Mastercard owns Finicity and Open Banking solutions and serves a broad payments ecosystem that increasingly overlaps with data-enrichment APIs. As a broad incumbent, it competes at the platform level with Ntropy's enrichment layer.
• AWS (Amazon Bedrock): AWS Bedrock and Comprehend provide managed LLM and NLP services that financial-services customers can use to build in-house enrichment. As a hyperscaler, AWS is a broad incumbent that could absorb parts of Ntropy's workflow into its own platform.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks5 records

Key highlights7 records

Customer concentration

• Xx.com/ntropy_dev
• GitHubgithub.com/ntropy-network
• LinkedInlinkedin.com/company/ntropy

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Ntropy