Lumos Technologies
Lumos Technologies provides AI-powered predictive credit risk analytics purpose-built for small business lenders, serving 130+ banks, credit unions, and non-bank lenders with its Prime+ scoring model, Business Report, Portfolio Insights, and SBA loan data portal.
- Company typePrivate
- Founded2021
- HeadquartersWilmington, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Lumos Technologies does
Lumos Technologies, Inc. is a Wilmington, North Carolina-based data analytics company founded in 2021 that provides predictive credit risk intelligence purpose-built for small business lenders. Its flagship product, Prime+, is a machine-learning credit scoring model built from scratch using gradient boosting and ensemble modeling on a proprietary database of more than 2 million SBA 7(a) loans and 30 years of performance data. The company delivers risk scores, probability of default, and expected loss outputs via a RESTful API and through native integrations with major loan origination systems including nCino, SPARK, and Lama AI, with average implementation times of 2–4 weeks and sub-2-second response times.
The product portfolio spans the small business lending lifecycle: Prime+ for origination scoring, Business Report for AI-generated pre-qualification analysis with A-D grading, Portfolio Insights for continuous monitoring and early warning signals, Data Portal for raw access to the SBA loan database, and Advisory Services for portfolio optimization and model validation consulting. The company distributes through direct enterprise sales (with dedicated Directors of Sales and Strategic Partnerships) and a channel-first motion via LOS platform partnerships and the LendAPI marketplace. Revenue is generated primarily through subscription-based SaaS access to the Lumos Portal and its data products, supplemented by advisory services; pricing is quote-based for enterprise deployments, with the SBA NAICS Report add-on priced at $2,000/year. As of 2025, Lumos serves more than 130 financial institution customers managing over $40B in loans, including Live Oak Bank, US Bank, Centier Bank, and Colony Bank.
The company is privately held, venture-backed, and led by co-founders Brett Caines (former Live Oak Bank CFO, now CEO) and Youri Nelson (CTO), with Megan Pierce as CFO/COO. The company has raised approximately $6.1M across a 2022 pre-seed (Summit Technology Group), a July 2024 seed round ($2M), and a December 2025 round (~$1.1M). SOC 2 Type II certified and operating from a single Wilmington, NC headquarters with approximately 20 employees.
Lumos Technologies firmographics
Firmographics- Name
- Lumos Technologies
- Legal name
- Lumos Technologies, Inc.
- Website
- https://lumosdata.com
- Company type
- Private
- Founded year
- 2021
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Lumos Technologies provides AI-powered predictive credit risk analytics purpose-built for small business lenders, serving 130+ banks, credit unions, and non-bank lenders with its Prime+ scoring model, Business Report, Portfolio Insights, and SBA loan data portal.
- Ownership category
- akta.pro rank
Lumos Technologies industry classification
Industry- Product category
- Credit Risk Analytics for Small Business Lending
- NAICS
- Credit Bureaus (56145), Software Publishers (513210), Portfolio Management and Investment Advice (523940)
- SIC
- Finance Services (6199), Investment Advice (6282)
- akta.pro primary industry
- SME Credit Underwriting, Scoring & Risk Analytics (FSAKAGAL)
- akta.pro secondary industries
- Credit Monitoring, Portfolio Analytics & Early Warning Systems (FSAGAHAJ), Pricing, Risk-Based Offer & Limit Management (FSAGAHAE), Risk Analytics, Portfolio Monitoring & Early-Warning (Consumer Credit) (FSAKAKAH)
Keywords
Where Lumos Technologies is headquartered
LocationHeadquarters
- HQ city
- Wilmington
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Lumos Technologies business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Operations, Infrastructure
Revenue model
- Subscription-based SaaS Access: The company operates on a subscription basis with recurring periodic billing (daily, weekly, monthly, or yearly). Subscribers gain access to the Lumos Portal Application and various data and analytics products. Auto-renewal with cancellation flexibility.
- Data Products and Reports: Additional revenue from data products including SBA NAICS Report (annual subscription at $2,000/year), Franchise lending insights, and other research reports available for purchase through the portal.
- Advisory Services: Expert advisory services for lending strategy, portfolio optimization, and data analytics. Billed as professional services alongside or independent of product subscriptions.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Pay-as-you-go | Free Trial Available |
| Subscription | Monthly | Standard Subscription |
| Subscription | Annual | Annual Subscription |
| Subscription | Annual | SBA NAICS Report Add-on |
Go-to-market motion3 records
Distribution channels5 records
Marketing channels6 records
Lumos Technologies product offering
Product offeringCore offering
Lumos Technologies provides a SaaS-based predictive credit risk analytics platform purpose-built for small business lending. Its core product, Prime+, delivers probability of default, expected loss, and risk scores in under two seconds using a proprietary ML model trained exclusively on 2+ million small business loans spanning 30+ years. The offering is complemented by Business Report (AI-generated qualification analysis), Portfolio Insights (continuous portfolio monitoring with early warning signals), Data Portal (access to the SBA loan database), and Advisory Services (expert consulting on lending strategy and portfolio optimization).
Product overview
Lumos Technologies is a data analytics company offering a platform-plus-modules architecture for small business lending. The core offering is Prime+, a predictive credit risk scoring model that serves as the foundational AI engine, complemented by four integrated modules: Business Report (AI-powered credit analysis with qualification grades), Portfolio Insights (continuous portfolio monitoring and early warning), Data Portal (proprietary database access to 2M+ loans), and Advisory Services (expert consulting). The products work together across the lending lifecycle: Data Portal provides the research foundation, Prime+ and Business Report power pre-screening and underwriting decisions, Portfolio Insights enables ongoing monitoring, and Advisory Services supports strategic planning and execution.
Differentiator
Problem solved
Functional benefit
Brands
- Prime+: Predictive credit risk scoring model for small business lending that provides probability of default, expected loss, and risk scores with 35% better accuracy than traditional bureau scores.
- Business Report
- Portfolio Insights
- Data Portal
- Advisory Services
Products and services
- Prime+ Predictive credit risk scoring model built exclusively on small business loan data that returns probability of default, expected loss, and risk scores in under 2 seconds via API or platform. Designed for banks, credit unions, and non-bank lenders that originate small business loans, with reported outcomes of 20-30% more qualified approvals, 15-25% lower default rates, and 35% better accuracy than traditional bureau scores.
- Business Report AI-powered small business credit analysis tool that produces comprehensive business reports with A-D qualification grades in minutes for loans up to $5M. Built for lenders, the report includes market analysis, competitive intelligence, and risk factors generated through generative AI and machine learning, automating pre-qualification and credit analysis.
- Portfolio Insights Continuous portfolio risk management solution that monitors an entire small business portfolio with automated scoring, early warning signals, migration tracking, and concentration risk analysis. Built for lenders to identify deteriorating credits before they escalate and to support geographic and industry-level portfolio analysis.
- Data Portal Self-service portal providing access to Lumos's proprietary small business loan database of 2+ million SBA 7(a) loans and 1.2 million unique businesses spanning 30+ years, with 3.5+ billion data points updated quarterly. Designed for lenders and analysts performing portfolio benchmarking, market sizing, and research, with add-on data products such as the SBA NAICS Report subscription.
- Advisory Services Expert lending and data advisory services covering portfolio optimization, model validation, fair lending reviews, data strategy, and implementation support. Delivered by Lumos's lending specialists to financial institutions using or evaluating the platform, billed as professional services alongside or independent of product subscriptions.
Quantifiable outcome
- 35% better prediction accuracy vs traditional bureau scores
- +5 more outcomes
Companies that use Lumos Technologies
Customer profileNamed customers5 records
Segments4 records
Ideal customer profiles2 records
Lumos Technologies technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration9 records
AI capability5 records
Feature7 records
Lumos Technologies partnerships and signals
Strategic signalPartnerships
Nine partnerships are on record, tiered core, secondary and minor.
- Lama AIcoreStrategic partnership to integrate Lumos's predictive credit model with Lama AI's AI-native loan origination platform. Lumos embeds its PRIME+ predictive credit model into Lama AI's origination environment to provide credit risk assessment for small-business loans. The collaboration aims to improve credit evaluation, streamline workflows, and respond faster to market demands while expanding access to responsible capital.
- SPARKcoreStrategic partnership combining Lumos predictive credit scoring models with SPARK's digital lending platform. Collaboration enhances efficiency and accuracy of loan origination for financial institutions, enabling lenders to approve more loans while managing risk effectively.
- nCinocoreIntegration of Lumos's predictive credit scoring model into the nCino cloud banking platform. Enables financial institutions using nCino to automate and accelerate quantification of small business credit risk. Partnership helps FIs improve lending efficiency and mitigate risk.
- BenetrendssecondaryPartnership to help financial institutions better assess small business credit risk for franchise loan applications. Benetrends adds Lumos proprietary SBA franchise lending data to enhance their franchise business plans, helping lenders determine risk profiles more efficiently.
- Vertical IQsecondaryPartnership to improve financial institutions' access to industry-specific information and elevate bankers' visibility into SBA lending trends. Integrates SBA lending trends and industry performance insights for market sizing, loan assessment, risk profiling, and predictive credit modeling.
- Lenders CooperativesecondaryThrough the Lumos partnership, lenders gain score-based decisioning that simplifies credit assessment and accelerates underwriting within the Lenders Cooperative LOS platform.
- LendAPIsecondaryLendAPI marketplace partnership enabling Lumos predictive analytics and PRIME+ scoring to be accessed within the LendAPI ecosystem, helping lenders enhance underwriting, risk management, and portfolio performance.
- FRANdatasecondaryPartnership brings franchise-specific analytics to Lumos users. Lenders gain deeper insight into franchise loan performance, brand-level trends, and industry benchmarks to support more informed franchise lending decisions.
- Coleman ReportminorPartnership provides Lumos users with access to SBA policy insights, market intelligence, and educational resources alongside Lumos predictive data and analytics.
Scale indicators14 records
Recent moves7 records
Expansion highlights6 records
Lumos Technologies competitors and assessment
Company assessmentDirect peers
- Biz2Credit: Biz2Credit operates a small business lending marketplace and develops small business credit scoring models, including SBA-focused analytics. It overlaps directly with Lumos's lender-facing credit risk scoring and SBA positioning.
- Nav: Nav provides small business credit data, reporting, and financing recommendations to SMBs and lenders. Like Lumos, it is purpose-built around small business credit intelligence and serves a comparable lender/SMB ecosystem.
- Lendio: Lendio runs an SBA and small business lending marketplace and works closely with community banks and lenders on SBA programs. It is comparable to Lumos as an SBA-focused lender ecosystem player.
Emerging players
- Accion (Small Business Credit): Accion focuses on small business credit access and analytics for underserved SMB borrowers and the lenders serving them. It overlaps with Lumos's small business credit risk intelligence theme but is more mission-driven.
- Koble: Koble is a small business credit data platform providing SMB cash-flow and credit insights to lenders and fintechs. It is an emerging player with partial overlap in small business credit analytics.
Broad incumbents
- Dun & Bradstreet (PayNet): Dun & Bradstreet is the dominant commercial credit bureau; its PayNet unit (acquired) provides SBA and small business credit analytics. It is the largest incumbent Lumos competes against in commercial credit risk scoring.
- Experian (Business Information): Experian offers commercial credit reports, scores, and analytics used by banks and non-bank lenders. It is a broad incumbent with overlapping capabilities in commercial credit risk and small business underwriting.
- FICO: FICO is the standard consumer credit scoring provider and also offers commercial and small business credit products (FICO SBSS, etc.). It is a broad incumbent whose expansion of commercial and small business products overlaps with Lumos's lender use cases.
- Moody's Analytics: Moody's Analytics provides risk and portfolio analytics for banks and commercial lenders, including small business and commercial credit. It is a broad incumbent in the same buyer segment as Lumos.
- Equifax (Commercial): Equifax provides commercial credit information and small business credit products to lenders. It is a broad incumbent competitor in commercial credit risk data and analytics.
Market position
Strengths3 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Lumos Technologies social profiles
Digital presenceLumos Technologies compliance and trust
Trust signalCompliance7 records
Lumos Technologies financial estimates
Financial estimateRevenue estimate
Valuation estimate
Lumos Technologies leadership team
Management profileNumber of profiles
Profiles3 records
Lumos Technologies funding detail
Funding detailFunding overview
Funding rounds3 records
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Lumos Technologies M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Lumos Technologies
What does Lumos Technologies do?
Lumos Technologies provides a SaaS-based predictive credit risk analytics platform purpose-built for small business lending. Its core product, Prime+, delivers probability of default, expected loss, and risk scores in under two seconds using a proprietary ML model trained exclusively on 2+ million small business loans spanning 30+ years. The offering is complemented by Business Report (AI-generated qualification analysis), Portfolio Insights (continuous portfolio monitoring with early warning signals), Data Portal (access to the SBA loan database), and Advisory Services (expert consulting on lending strategy and portfolio optimization).
Is Lumos Technologies a public or private company?
Lumos Technologies is a private company. It is classified as venture growth investor backed and is currently operating.
When was Lumos Technologies founded?
Lumos Technologies was founded in 2021. It employs 11 to 50 people.
Where is Lumos Technologies based?
Lumos Technologies is headquartered in Wilmington, United States, in the North America region.
How does Lumos Technologies make money?
Three revenue lines are on record. Subscription-based SaaS Access are the primary driver. The others are data Products and Reports and advisory Services.
Who are Lumos Technologies's main competitors?
Direct peers on record are Biz2Credit, Nav and Lendio. Emerging players are Accion (Small Business Credit) and Koble. Broad incumbents are Dun & Bradstreet (PayNet), Experian (Business Information), FICO, Moody's Analytics and Equifax (Commercial).
Does Lumos Technologies have an API?
Yes. RESTful API integration for submitting loan application data and receiving risk assessments. API enables sub-2-second response times and pre-built connectors for major LOS platforms. Available via direct LOS integration with nCino, SPARK, and Lama AI platforms. Implementation typically takes 2-4 weeks. Developer documentation is at portal.lumosdata.com.
What industry is Lumos Technologies in?
Lumos Technologies's product category is Credit Risk Analytics for Small Business Lending. Its primary akta.pro industry code is FSAKAGAL, SME Credit Underwriting, Scoring & Risk Analytics, with a secondary code of FSAGAHAJ, Credit Monitoring, Portfolio Analytics & Early Warning Systems. Its NAICS code is 56145 and its SIC code is 6199.