EDGE

What EDGE does

EDGE, LLC (formerly NinjaEdge) is a Chicago-based cashflow analytics fintech founded in 2017 and operating as a Consumer Reporting Agency (CRA) under the Fair Credit Reporting Act. The company provides bank-transaction-derived credit risk analytics to consumer lenders, credit unions, banks, and fintechs, addressing the gap that traditional credit scores leave nearly half the U.S. population underserved. Its core product, EdgeScore, is a three-digit predictive risk score calibrated on more than 4 billion bank transactions and 2.5 million credit decisions and battle-tested on over $500 million in loans since 2017. Supporting products include EdgeEnrich (a curated attribute library covering income detection, indebtedness, balance trends, and high-risk behaviors), EdgeConnect V2 (multi-source bank data acquisition with smart routing that achieves 65–70% connection rates versus an industry average of 50%), NinjaEcho (no-cost connectivity verification), EdgeRefine (rule-based decision guidance), EdgeCheck (fraud and identity verification), EdgeIncome (real-time income detection), and Edge Lead Screening (pre-purchase lead evaluation).

EDGE operates a B2B SaaS platform delivered via API, monetized through usage-based pricing tied to bank data queries, risk assessments, and analytics volume. The go-to-market is sales-led, combining direct enterprise sales with channel distribution through loan origination system (LOS) providers, core banking platforms, and data aggregators. Notable channel partnerships include Jack Henry (via the Fintech Integration Network into Symitar), MX, Akoya, Envestnet | Yodlee, CU*Answers, Corelation, Fuse, Sync1, HES FinTech, Vergent LMS, Infinity Software, and Tekambi — collectively providing coverage of more than 17,000 banks and 70 million+ bank data queries originated. The company serves over 60 lenders, including credit unions (Magnolia, Trius, LincOne), fintechs (Braviant, Lendly), and specialty lenders, with 2 million consumer identities on platform and over $1 billion in credit union assets served as of late 2025. EDGE is SOC 2 Type II certified, headquartered at 222 South Riverside Plaza in Chicago, and operates with 11–50 employees.

Name

EDGE

Legal name

EDGE, LLC

Website

https://edgescore.com

Company type

Private

Founded year

2017

Operating status

Operating

Headcount range

11–50 employees

Short description

EDGE is a Chicago-based cashflow analytics fintech and Consumer Reporting Agency serving consumer lenders, credit unions, banks, and fintechs with bank-transaction-derived credit risk scoring, income verification, and fraud prevention via its EdgeScore platform.

Ownership category

akta.pro rank

Product category

Credit Risk Analytics

NAICS

Credit Bureaus (561450), Other Activities Related to Credit Intermediation (52239), Activities Related to Credit Intermediation (5223)

SIC

Services-Consumer Credit Reporting, Collection Agencies (7320)

akta.pro primary industry

Alternative Data & Credit Scoring (Cashflow, Telco, Utility, Open Banking) (FSAGAHAC)

akta.pro secondary industry

Credit & Underwriting Data Services (alt data feeds, affordability, bureau augmentation) (FSAGACAH)

Keywords

• Cash flow analytics
• Credit risk underwriting
• Bank transaction data
• Income verification
• Open banking platform

Headquarters

HQ city

Chicago

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. API/Platform Access - Cash Flow Analytics: EDGE provides bank data connectivity and cash flow analytics via API. Lenders access bank transaction data, risk scores, and attributes through a single integration. Revenue is generated through usage-based pricing tied to the volume of bank data queries, risk assessments, and analytics delivered.

Pricing tiers

Go-to-market motion1 record

Distribution channels4 records

Marketing channels6 records

Core offering

EDGE operates a B2B cash flow analytics platform and Consumer Reporting Agency that delivers bank-transaction-based credit risk insights to consumer lenders. Through a single API integration, lenders gain access to EdgeScore (a three-digit predictive default risk score), EdgeEnrich attributes (income verification, indebtedness, balance trends, high-risk behaviors), Edge Connect V2 multi-source bank data connectivity, and supporting tools (NinjaEcho, EdgeRefine, EdgeCheck, EdgeIncome, Edge Lead Screening) to underwrite consumer loans, especially for credit-invisible and subprime borrowers.

Product overview

EDGE is a cashflow-based credit risk analytics platform and Consumer Reporting Agency (CRA) that provides a unified platform for consumer lending risk assessment. The platform consists of EdgeScore (a three-digit predictive risk score), EdgeEnrich Attributes (curated risk insights), Edge Connect V2 (smart routing bank data connectivity), NinjaEcho (connectivity verification), EdgeRefine (rule-based decisioning), EdgeCheck (fraud/identity verification), EdgeIncome (income detection), and Edge Lead Screening (lead evaluation). The platform connects to consumer financial accounts, enriches transaction data, generates risk scores and attributes calibrated on billions of transactions and millions of credit decisions, and enables lenders to make credit decisions through rules-based refinement. Originally launched as NinjaEdge in 2022 and rebranded to EDGE in May 2023.

Differentiator

Problem solved

Functional benefit

Brands

• NinjaEcho: Complementary solution for verifying connectivity ahead of purchasing bank transaction data. Provides no-cost confidence that a healthy connection can be established to a consumer-provided checking or savings account.
• NinjaFetch
• EdgeScore
• EdgeEnrich
• EdgeConnect
• EdgeRefine
• EdgeLead Screening
• EdgeCheck

Products and services

• EdgeScore Three-digit predictive risk score that predicts default risk based on consumer cash flow behaviors from bank account transactions. Built on a data lake of over 4 billion bank transactions and calibrated against millions of credit decisions, providing decision-ready credit risk insight complementary to traditional credit bureau scores.
• EdgeEnrich Attributes Curated, decision-ready risk analytics derived from bank transaction data, including income detection, indebtedness assessment, balance trends, and high-risk behaviors. Deployable as rules or in risk models and scorecards.
• Edge Connect V2 Multi-source platform for bank data connectivity that feeds EdgeEnrich analytics, using Smart Routing across a portfolio of data aggregator partners (Akoya, MX, Envestnet|Yodlee, Sophtron) to optimize reliability, speed, data density, and accuracy. Supports screen scraping, OAuth, and direct-to-core banking connections.
• NinjaEcho Connectivity verification solution that pre-checks whether a reliable bank connection can be established before purchase of transaction data, unbundling the first critical step of smart routing algorithms and reducing wasted data spend for lenders.
• EdgeRefine Rule-based decision guidance tool that distills the most relevant EDGE attributes for individual lender needs, generating precise binary yes/no conclusions based on predefined portfolio risk rules to streamline underwriting decisions.
• EdgeCheck Identity verification and fraud prevention capabilities that verify an applicant's identity and account number with data sourced from their financial institution and expose additional fraud risk through attributes derived from banking activity data.
• EdgeIncome Real-time income detection solution that empowers lenders to make informed credit decisions by analyzing paystreams from traditional and non-traditional employment, with technology developed through millions of credit decisions.
• Edge Lead Screening Lead screening solution that enables lenders to evaluate lead purchases using rich bank transaction data prior to purchase, applying machine learning to surface predictive insights on lead quality.

Quantifiable outcome

• 17% increase in originations for customers switching to EDGE
• +4 more outcomes

Named customers4 records

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration22 records

AI capability2 records

Feature6 records

Partnerships

15 partnerships are on record, tiered core.

• Jack HenrycoreTechnology or Integration · 24 October 2025EDGE joined the Jack Henry Fintech Integration Network (FIN), enabling integration with Symitar to enhance credit union data analytics and lending decisions. Magnolia Federal Credit Union in Mississippi is set to be the first to implement EDGE's platform through this network.
• MXcoreTechnology or Integration · 15 July 2025Expanded open banking access partnership between EDGE and MX delivers higher conversions, faster connections, and improved risk assessment for EDGE and the lenders it serves.
• CU*AnswerscoreTechnology or Integration · 26 September 2024CUSO partnership to provide cashflow underwriting technology to credit union community through core and LOS integrations.
• FusecoreTechnology or Integration · 25 June 2024Strategic partnership to offer end-to-end open banking underwriting insights as part of Fuse's highly-customizable next-gen loan origination platform.
• Sync1coreTechnology or Integration · 18 April 2024Partnership enables credit unions using Sync1's cloud-based loan origination platform to access attributes based on real-time financial insights from members' accounts.
• HES FinTechcoreTechnology or Integration · 3 April 2024Strategic partnership where HES FinTech integrates EDGE's open banking data and analytics to provide lenders with comprehensive insights into consumer creditworthiness and fraud risk.
• CorelationcoreTechnology or Integration · 29 February 2024Industry-first open banking platform agreement to integrate with Corelation to deliver access to external accounts alongside direct connectivity to credit unions' core systems.
• Vergent LMScoreTechnology or Integration · 14 February 2024Leading fintech loan management platform adds real-time cashflow underwriting analytics from EDGE to enhance customers' underwriting and credit risk decisions.
• AkoyacoreTechnology or Integration · 24 August 2023Akoya delivers consumer-permissioned bank account data to EDGE and its consumer lending customers for better informed underwriting decisions. Partnership drives transparency and financial inclusion.
• Envestnet | YodleecoreTechnology or Integration · 8 August 2023EDGE participated in panel at Envestnet | Yodlee's Engage 2023 conference on 'The Power of Alternative Data in Lending'.
• TekambicoreTechnology or Integration · 2 June 2022NinjaEdge (now EDGE) integrated its proprietary bank transaction analytics SaaS with Tekambi's platform which optimizes lead purchasing, underwriting, and buying for lenders.
• Infinity SoftwarecoreTechnology or Integration · 27 April 2022Partnership seamlessly integrates EDGE's proprietary bank data analytics service into Infinity's ecosystem of traditional and alternative credit risk signals, decision engines, and verification providers.
• Akoya (Data Partner)coreTechnology or IntegrationData partner providing consumer-permissioned bank account data to EDGE for underwriting analytics.
• MX (Data Partner)coreTechnology or IntegrationData partner providing bank data aggregation services to EDGE for cashflow analytics.
• Yodlee (Data Partner)coreTechnology or IntegrationData partner (through Envestnet) providing bank data aggregation for EDGE's open banking platform.

Scale indicators12 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• Argyle: Argyle provides employment and income data via direct source connections for underwriting, verification, and income monitoring. Argyle competes with EDGE's EdgeIncome and bank-data-based income detection, focusing on payroll-source data rather than bank transaction data.
• Plaid: Plaid is a leading bank data aggregation platform with growing exposure to lending use cases including income verification and asset underwriting. Plaid competes directly with EDGE's EdgeConnect V2 and EdgeIncome products in delivering consumer-permissioned bank data to lenders, and has expanded into credit risk analytics with products like Plaid Income.
• MX: MX is a data aggregation and financial data platform that powers open banking connectivity for lenders and fintechs. MX partners with EDGE as a data provider while also competing in adjacent lending analytics, making it a directly comparable peer in the cashflow data ecosystem.
• Provenir: Provenir is a risk decisioning platform that integrates multiple data sources, including bank transaction analytics, for credit underwriting. Provenir is both an integration partner and adjacent competitor to EDGE in the lending decisioning ecosystem.
• Zest AI: Zest AI provides machine learning-based credit underwriting software for lenders, including cash flow and alternative data modeling. Zest AI competes with EDGE in delivering AI-driven risk decisioning tools, though Zest focuses more on modeling infrastructure while EDGE supplies the underlying bank transaction data and pre-built attributes.
• Finicity (Mastercard): Finicity, owned by Mastercard, provides open banking connectivity and cash flow analytics for lending decisions. As one of EDGE's data aggregator partners and a competitor in cash flow underwriting, Finicity offers similar bank-data-derived insights for credit risk decisioning.
• Pinwheel: Pinwheel is a payroll connectivity platform providing income and employment data for lending decisions. Pinwheel competes directly with EDGE's EdgeIncome and broader cashflow analytics, focusing specifically on earned income verification via direct payroll integrations.

Broad incumbents

• Experian: Experian is a global credit bureau that has expanded into cashflow underwriting through Experian Boost and its acquisition of Prism Data. As a broader incumbent in credit reporting, Experian competes with EDGE on credit risk decisioning while serving traditional bureau use cases at massive scale.
• FICO: FICO is the dominant provider of consumer credit scores used in US lending. FICO has expanded into alternative data scoring (FICO Score XD) and cashflow analytics, positioning it as a broad incumbent competing with EDGE's EdgeScore for risk decisioning workflows.
• Equifax: Equifax is a major US credit bureau with expanding alternative data and cashflow analytics offerings. Equifax competes with EDGE at the credit decisioning layer with broader data assets, and serves similar lender customers across consumer credit underwriting.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks5 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/edgescore

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles8 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 EDGE