TrueML

What TrueML does

TrueML Technologies LLC is a U.S. fintech holding company founded in 2013 and headquartered in Lenexa, Kansas, operating as a family of companies under the HumAIn Financial Solutions™ umbrella. The company serves creditors and financial service companies through three principal operating brands: TrueAccord, a third-party debt collection platform described as an industry leader in digital-first, consumer-friendly recovery; Retain by TrueML Products, an AI-powered SaaS tool that enables financial service companies to manage delinquent customer communications in-house; and Sentry Credit, a Washington-state debt collection agency with more than 30 years of operating history. A fourth entity, TrueML Shared Services, centralizes data science, technology, finance, legal, compliance, and human resources for the portfolio.

The company's products are built around the proprietary Heartbeat (Applied Essentia Dunning) machine learning engine, protected by four granted U.S. patents and a pending application. Heartbeat analyzes debtor characteristics and historical engagement data to drive personalized dunning decisions, automated multi-channel communications (email, text, self-serve portal), and continuous account-level refinement. Underlying capabilities include predictive analytics, recommendation, process automation, and optimization across text and structured-data modalities — together forming a self-reinforcing data flywheel that improves recovery outcomes over time.

TrueML generates revenue through a hybrid of transaction-fee-based debt collection (TrueAccord and Sentry Credit) and subscription/SaaS economics (Retain). Go-to-market is segmented: enterprise field sales for TrueAccord serving large creditors and financial institutions, and a product-led, self-serve motion for Retain targeting mid-market financial service companies. Operations are confined to the United States, with no disclosed international footprint. The company is privately held, was founded by Ohad Samet and his brother Nadav Samet, and has executed at least one material acquisition — Enhanced Recovery Company, LLC (ERC) in October 2022 — to scale collections capacity.

Name

TrueML

Legal name

TrueML Technologies LLC

Website

https://trueml.co

Company type

Private

Founded year

2013

Operating status

Operating

Headcount range

101–250 employees

Short description

TrueML Technologies operates a family of U.S. fintech companies — TrueAccord (third-party debt collection), Retain (AI-powered SaaS for delinquent customer engagement), and Sentry Credit (debt collection agency) — serving creditors and financial service companies through its patented Heartbeat machine learning engine.

Ownership category

akta.pro rank

Product category

Debt Collection Software

NAICS

Collection Agencies (56144), Activities Related to Credit Intermediation (5223)

SIC

Services-Consumer Credit Reporting, Collection Agencies (7320), Personal Credit Institutions (6141)

akta.pro industry

PRIMARYFSAGAHAI

Collections, Recovery & Debt Management Platforms

Financial & Insurance/Financial Technology (Fintech)/LendTech (Digital Lending Platforms & Credit Decisioning)

SECONDARYFSAKAJAH

Credit Counseling & Debt Management Plans (DMP)

Financial & Insurance/Lending & Consumer Finance/Debt Collection, Recovery & Servicing

Keywords

• Debt collection software
• AI-powered dunning
• Customer engagement SaaS
• Fintech machine learning
• Delinquent account recovery

Headquarters

HQ city

Lenexa

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Third-party Debt Collection Services (TrueAccord): TrueAccord provides third-party debt collection services to creditors, earning fees or commissions on recovered debt.
2. SaaS Platform (Retain): Retain is a SaaS tool providing AI-powered engagement solutions to financial service companies, likely subscription-based pricing.
3. In-house Debt Collection Solutions: TrueML Products and Sentry Credit provide debt collection agency services to creditors.

Go-to-market motion2 records

Distribution channels3 records

Marketing channels3 records

Core offering

TrueML Technologies is a fintech that builds machine-learning-driven products for debt collection and consumer financial engagement. It operates through three brands: TrueAccord (third-party digital debt collection for creditors and financial institutions), Retain by TrueML Products (AI-powered SaaS for in-house management of delinquent customer communications), and Sentry Credit (debt collection agency). All offerings are powered by the patented Heartbeat ML engine that personalizes outreach channels, timing, and messaging to optimize recovery.

Product overview

TrueML Technologies operates as a fintech holding company under the HumAIn Financial Solutions™ umbrella, comprising a family of companies focused on improving the consumer financial experience. The portfolio includes TrueAccord (third-party debt collection platform leveraging data science), Retain by TrueML Products (AI-powered SaaS for in-house customer engagement management), and Sentry Credit (debt collection agency). All products are powered by the proprietary Heartbeat machine learning engine, which provides patented Essentia Profiling, personalized decisioning, and automated communication capabilities. TrueML Shared Services provides internal operational support across the portfolio.

Differentiator

Problem solved

Functional benefit

Brands

• TrueAccord: The trusted industry leader in third-party debt collection, leveraging data science and technology to deliver superior results and a best-in-class consumer experience.
• Retain by TrueML Products
• Sentry Credit
• TrueML Shared Services

Products and services

• TrueAccord Industry-leading third-party debt collection platform that uses a digital-first, consumer-friendly approach and data science to deliver superior recovery results and best-in-class consumer experiences for enterprise creditors and financial institutions.
• Retain by TrueML Products AI-powered SaaS tool that uses patented machine learning to help financial service companies manage delinquent customer communications in-house at scale via email, text, and self-serve portals with personalized channel, timing, and messaging decisions per consumer.
• Sentry Credit Debt collection agency providing top-tier recovery results and customer service with a compassionate, patient, persistent, and professional approach to debt resolution for creditor clients.

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability7 records

Feature1 record

Partnerships

One partnership is on record.

• Enhanced Recovery Company, LLC (ERC)coreStrategic or Co-development Partner · 12 October 2022TrueML acquired the debt collection business of Enhanced Recovery Company, LLC (ERC) in October 2022. This acquisition aimed to expand TrueML's operational scale and reach more consumers by integrating ERC's services with digital capabilities. The deal combined ERC's existing debt collection operations with TrueML's technology-driven approach.

Scale indicators2 records

Recent moves6 records

Expansion highlights5 records

Emerging players

• Collectly: Collectly uses AI to automate patient billing and debt resolution, representing an emerging digital-first collections model that shares TrueAccord's ML-driven, consumer-friendly approach but focused on the healthcare vertical.

Broad incumbents

• IC System: IC System is an established U.S. debt collection agency serving creditors across healthcare, financial, and retail, comparable to Sentry Credit's traditional collection offering.
• Encore Capital Group: Encore Capital owns Midland Credit Management and is one of the largest U.S. debt buyers, competing with TrueAccord on portfolio acquisition and third-party recovery services.
• PRA Group: PRA Group is a large publicly traded debt buyer and collector that purchases portfolios of defaulted debt at scale, overlapping with TrueAccord's third-party collection business but with significantly broader balance-sheet scale.
• Transworld Systems: Transworld Systems provides debt recovery, accounts receivable management, and customer engagement solutions, overlapping with both TrueAccord's third-party collections and Retain's in-house communication tools.

Direct peers

• Skit.ai: Skit.ai offers an AI voice and chat platform specifically for first- and third-party debt collection, competing head-to-head with TrueAccord on automated, personalized consumer engagement.
• Prodigal Technologies: Prodigal provides AI-driven debt collection software that scores borrower intent and automates agent workflows, directly competing with TrueML's Heartbeat engine for the same enterprise creditor customers.
• Katabat: Katabat delivers customer engagement software for credit and collections, including AI-driven personalization for delinquent account communications, overlapping directly with Retain's value proposition.
• LiveVox: LiveVox provides a unified contact-center platform purpose-built for collections and customer engagement, serving similar financial services and collections clients as TrueAccord and Retain.

Others

• Acceptto: Acceptto provides AI-based identity and risk decisioning for financial services, relevant as an adjacent technology provider enabling secure, personalized digital customer engagement for Retain's mid-market clients.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks7 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/truemltech
• Xx.com/trueaccord
• Facebookfacebook.com/TrueAccord

Revenue estimate

Valuation estimate

Number of profiles

Profiles8 records

Subsidiaries4 records

Funding overview

Funding rounds11 records

Investors17 records

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

M&A2 records

Investments

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

Frequently asked questions about TrueML