AI Technology
Predictive ML in Finance
Traditional ML algorithms for classification, regression, and scoring models
Segments
Market Segments
Directory
Adenza
AI risk and trading platform
Klarna
AI-powered BNPL with agent features
Ramp
AI-powered corporate cards and spend management
Nubank
AI-driven digital bank for LatAm
Revolut
AI-powered financial super app
Rippling
AI HR and payroll platform
Monzo
AI fraud detection and budgeting
Brex
AI corporate card and financial stack for startups
Affirm
AI-driven buy now pay later
Wayflyer
Revenue-based financing for ecommerce
NEXT Insurance (ERGO)
AI-powered small business insurance
Clearco
AI revenue-based financing
DataRobot
AutoML platform for finance
Motive (Formerly KeepTruckin)
AI fleet finance and management
Coalition
Active cyber insurance with AI risk monitoring
Casavo
AI-powered instant home buying in Europe
Addepar
AI-powered wealth management platform
Hippo
AI-powered smart home insurance
Frequently Asked Questions
How is Predictive ML used in finance?
Traditional ML algorithms for classification, regression, and scoring models In the financial sector, Predictive ML is applied across 9 market segments. The most common are Lending & Credit (58 companies), Enterprise Finance (58 companies), Risk & Compliance (42 companies). 200 companies in the AIFI directory use Predictive ML, with $51.8B in combined funding.
Which financial companies use Predictive ML?
200 companies in the AIFI directory use Predictive ML. Adenza: AI risk and trading platform. Klarna: AI-powered BNPL with agent features. Ramp: AI-powered corporate cards and spend management. And 169 more.
How many companies use Predictive ML in finance?
The AIFI directory tracks 200 financial companies using Predictive ML, with a combined $51.8B in funding raised. These companies span the technology stack: Applications (127), Models (60), Automation (37), Data (13). (Source: AIFI Map directory.)
What is the most funded Predictive ML finance company?
Adenza is the most funded Predictive ML company in the AIFI directory, with $5.7B raised. AI risk and trading platform Other highly funded Predictive ML companies include Klarna ($4.2B), Ramp ($2.3B), Nubank ($2.2B).
What market segments use Predictive ML?
Predictive ML is used across 9 market segments in financial services. Lending & Credit: 58 companies. Enterprise Finance: 58 companies. Risk & Compliance: 42 companies. Insurance: 28 companies. Banking & Payments: 19 companies. Wealth Management: 14 companies. Trading & Markets: 11 companies. Research & Data: 10 companies. Crypto & Web3: 5 companies.