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We train LLMs to understand financial data at scale. Any format, any data source, any geography.
Working with fast-growing companies
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An average human takes 100 seconds and costs about a dollar to understand a single financial transaction. The Ntropy API does it in milliseconds and costs cents.

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Ship faster integrating with our Python SDK or Rest API in minutes. No prior setups or data formatting. You can get going straight away as soon as you have incoming data and your first customers.

from ntropy_sdk import SDK, Transaction
tx = Transaction(
description = "amzn mktp us*2y2f06l01",
entry_type = "outgoing",
amount = 20.32,
iso_currency_code = "USD",
date = "2021-11-01",
account_holder_type = "consumer",

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We have built and fine-tuned custom language models to recognize entities, automatically crawl the web in real-time and pick the best match, as well as assign labels with superhuman accuracy in a fraction of the time.

Blueprint displaying the inner workings of Ntropy

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Everybody has a data enrichment model that is trying to be good at one thing: US or Europe, business or consumer. These models are poor at generalizing and are not capable of human level output.
With us, you can leverage the power of the world's largest and most performant models embedded in your products, at a fraction of cost and time. No geo, language or use case limitations.
Bank account enrichment
Accounting enrichment
Open banking enrichment
Spreadsheet enrichment
Payment enrichment
PDF enrichment

Our growth is no secret

There are over 60 million active businesses and 12,000+ new ones every day in the US alone.

The Ntropy models have seen over 100 million+ unique merchants across the globe and growing quickly every day.

Merchant long-tail

Ntropy has been built not as a point solution for a specific use case but as a horizontal infrastructure layer that can be used in a multitude of scenarios. We are agnostic to the type of financial data, what country it comes from, what language it is in and if it relates to consumers or businesses.

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01- 05

Digital Banking

Build a comprehensive picture of your customers and close data gaps with enriched financial data.

Business Underwriting

Verify self-reported business data quickly with enriched financial data from the source of truth - bank accounts.

Consumer Underwriting

Close the gaps of credit bureau data by leveraging enriched financial data directly from the source.

Financial Operations

Enrich financial data to make it easy to track, reconcile and manage money.


Improve authorisation rates with a granular and enriched accountholder view.

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Join hundreds of companies taking control of their transactions

Ntropy is the most accurate financial data standardization and enrichment API. Any data source, any geography.