Trove

Trove

Trove is a developer-first API that provides real-time merchant intelligence and transaction enrichment, using a purpose-trained LLM to identify merchant identities, spending categories, geolocation, and other metadata from financial transaction data.

Trove is finance software teams evaluate for finance. Use this page to review pricing, integration signals, and the best alternatives before you commit.

Freemium API Enterprise 80/100
#68 in Finance (68 tools)
Added 0 year ago
Data reviewed Jul 16, 2026

Profile facts come from the vendor source. AiMatch labels unknown pricing or API details instead of estimating them.

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Quick Overview

Best for: Finance

What it does

Finance software for decision-makers comparing workflow fit and alternatives.

Best fit

Finance

Pricing snapshot

Freemium from Free (Get Access For Free mentioned on site)

Next step

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Trove

Trove is a transaction enrichment API that provides real-time merchant intelligence for financial transactions. It uses a purpose-trained large language model to parse messy transaction descriptions and return structured, actionable metadata such as merchant identities, spending categories, geolocation, and company attributes. The product is positioned for developers and businesses that want to enrich transaction data to understand where and what their users spend money on, offering sample enriched transactions and an API-first integration model.

Trove is a developer-first API that provides real-time merchant intelligence and transaction enrichment, using a purpose-trained LLM to identify merchant identities, spending categories, geolocation, and other metadata from financial transaction data.

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Key Features

LLM-based transaction parsing

A purpose-trained LLM deciphers financial transaction text to provide structured insights and categorization.

Real-time enrichment API

Developer-first API that accepts transaction data and returns enriched merchant identities, categories, geolocation, and additional metadata instantly.

Merchant intelligence & company attributes

Enrichment output includes merchant name, domain, founding date, company type, industry, categories, company size, headquarters location, and social links (as shown in sample transactions).

Sample transaction examples

The site provides sample parsed transactions (Uber, Chipotle, Sam's Club) to demonstrate the enrichment returned by the API.

Pricing

Free Tier Available

The site repeatedly advertises "Get Access For Free" and encourages getting started for free.

Free

Free (Get Access For Free mentioned on site)
  • Access to the API (site invites users to "Get Access For Free")

Use Cases

Understand user spending

Enrich transaction feeds to determine where and what users are spending money on, enabling spend analytics and segmentation.

Developer integrations

Integrate Trove's API into backend systems to enrich transactions in real time for apps and financial services.

Data enrichment for product features

Use enriched merchant identities and categorization to power UX features like merchant display names, category-based insights, and location-based grouping.

Integrations

HTTP API

Send transaction data to Trove's API to receive enriched merchant identities, categories, geolocation, and company metadata.

Benefits

Converts messy transaction text into structured, actionable merchant and category data using a purpose-trained LLM.
Provides real-time enrichment via a developer-first API for immediate integration.
Includes rich merchant/company metadata (domain, industry, size, HQ, social links) to enhance transaction context.

Limitations

Claim this listing to add transparent limitations.

Frequently Asked Questions

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Getting Started

  1. 1 Request access or click "Get Access For Free" on the site.
  2. 2 Obtain an API key via the "Get your API key" flow on the site.
  3. 3 Send transaction data to the Trove API to receive enriched merchant and category metadata in response.

Support

docs

API Documentation (linked on the site as "API Documentation").

contact

Contact / Support link available in site footer ("Contact", "Support").

API

Available: Yes
Documentation:

API Documentation (linked on the site)

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