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Ntropy

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“Can a specialized AI/LLM company become the default standardization layer for the world's bank transaction data?”

Founded2020
HQNew Castle, Delaware, United States
FoundersNaré Vardanyan, Ilia Zintchenko
Total raised$14M+
Latest roundSeries A, 2022
IndustryInfrastructure / Transaction enrichment
The story

Founded 2020 by Naré Vardanyan and Ilia Zintchenko to standardize and enrich messy bank transaction data via ML. Ntropy 1.0 focused on categorization and merchant identification API for fintech lenders and neobanks. In 2024, pivoted to Ntropy 2.0 — repositioning as the 'financial data standard for the LLM age', turning systems of record into systems of intelligence.

Last 12 months
2026-02
2024-08
Product timeline
2020
Ntropy launched transaction enrichment API (Ntropy 1.0)· launch
2022
Raised $11M Series A led by Lakestar· funding
2023
Partnered with Yapily to expand data enrichment across UK/Europe open banking· partnership
2024
Ntropy 2.0 — LLM-powered financial data standardization for the LLM age (Validis partnership)· pivot
The stack
2 layers disclosed in Ntropy’s embedded-finance stack
Lending
affirm
Transaction enrichment
in the full report
Accounting gap: none
2 more providers across 1 layer, with confidence-scored evidence and source URLs, are in the Embedded Finance Index report.

Ntropy — frequently asked

Who provides Ntropy's lending?

Ntropy's lending and capital products are provided by affirm.

What is Ntropy's embedded finance stack?

The Embedded Finance Index 2026 maps 2 layers in Ntropy's stack: Lending (affirm); Transaction enrichment (Ntropy (self-operated) and ntropy).

Who founded Ntropy?

Ntropy was founded by Naré Vardanyan and Ilia Zintchenko and is founded in 2020, headquartered in New Castle, Delaware, United States.

How much funding has Ntropy raised?

Ntropy has raised $14M+ in total (latest round: Series A, 2022).

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