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Lending & Credit×Predictive ML

Predictive ML in Lending & Credit

58 companies using predictive ml technology in the lending & credit sector. Traditional ML algorithms for classification, regression, and scoring models

Companies 58
Total Funding $25.5B

Directory

Companies by Funding

Klarna

Klarna

AI-powered BNPL with agent features

$4.2B raised
Ramp

Ramp

AI-powered corporate cards and spend management

$2.3B raised
Nubank

Nubank

AI-driven digital bank for LatAm

$2.2B raised
Revolut

Revolut

AI-powered financial super app

$2.0B raised
Monzo

Monzo

AI fraud detection and budgeting

$1.8B raised
Brex

Brex

AI corporate card and financial stack for startups

$1.5B raised
Affirm

Affirm

AI-driven buy now pay later

$1.5B raised
Wayflyer

Wayflyer

Revenue-based financing for ecommerce

$1.2B raised
Clearco

Clearco

AI revenue-based financing

$1.1B raised
Casavo

Casavo

AI-powered instant home buying in Europe

$817M raised
Socure

Socure

Digital identity verification and fraud prevention

$650M raised
Ribbon Home

Ribbon Home

AI-powered cash offers for homes

$625M raised
Quantexa

Quantexa

AI decision intelligence for risk

$543M raised
Kabbage (Amex)

Kabbage (Amex)

AI small business lending

$489M raised
Persona

Persona

AI identity infrastructure platform

$418M raised
Fundbox

Fundbox

AI-powered B2B payments and credit

$410M raised
OnDeck (Enova)

OnDeck (Enova)

AI small business lending

$394M raised
Zest AI

Zest AI

AI-automated underwriting for credit unions and banks

$357M raised
Lendbuzz

Lendbuzz

AI auto financing for underserved populations

$310M raised
Petal (Empower)

Petal (Empower)

AI credit cards for thin-file

$300M raised
Alloy

Alloy

Identity decisioning platform with 160+ data sources

$295M raised
Wealthfront

Wealthfront

Automated investment platform with tax optimization

$274M raised
Kiavi

Kiavi

AI-powered loans for real estate investors (formerly LendingHome)

$241M raised
Sardine

Sardine

AI risk platform for fraud, credit, and compliance

$170M raised
ComplyAdvantage

ComplyAdvantage

AI-powered AML data and screening

$167M raised
Upstart

Upstart

AI lending platform using alternative data for credit decisions

$160M raised
Symend

Symend

Predictive analytics for customer retention in collections

$150M raised
OJO Labs

OJO Labs

AI-powered real estate platform

$134M raised
Infogrid

Infogrid

AI-powered building sustainability

$120M raised
InDebted

InDebted

AI collections platform for global markets

$94M raised
Unit21

Unit21

AI-powered fraud and AML platform

$92M raised
Pagaya

Pagaya

AI-driven financial network connecting banks to lending

$75M raised
TrueAccord

TrueAccord

ML-powered digital-first debt collection

$75M raised
Skit.ai

Skit.ai

AI voice agents for debt collection across channels

$48M raised
Ampla (FundThrough)

Ampla (FundThrough)

AI lending for consumer brands

$45M raised
Entera

Entera

AI for real estate investment decisions

$40M raised
Goldfinch

Goldfinch

AI credit scoring for emerging markets

$37M raised
Collectly

Collectly

AI healthcare revenue cycle collection

$35M raised
Tidalwave

Tidalwave

Agentic AI for mortgage processing

$24M raised
Heron Finance

Heron Finance

AI-powered private credit

$23M raised
Receeve (InDebted)

Receeve (InDebted)

AI-native first-party collections platform

$18M raised
Scienaptic AI

Scienaptic AI

AI credit decisioning platform for financial institutions

$17M raised
Attunely

Attunely

AI platform for debt collection optimization

$13M raised
CredoLab

CredoLab

Alternative credit scoring using smartphone data

$10M raised
PAIR Finance

PAIR Finance

Machine learning-driven debt collection in Europe

$10M raised
Beeline (MagicBlocks)

Beeline (MagicBlocks)

Bob AI for mortgage sales automation

$10M raised
Ridley

Ridley

AI platform for selling homes without commission

$6M raised
Kaaj

Kaaj

Agentic AI for small-business lending automation

$4M raised
FinbotsAI

FinbotsAI

AI credit scoring platform for emerging markets

$4M raised
CollBox

CollBox

AI collections for small businesses

$4M raised
Prop-AI

Prop-AI

AI for real estate decision-making

$2M raised
CollectWise

CollectWise

AI consumer debt collection automation

$500K raised

Related

Other AI Technologies in Lending & Credit

Related

Predictive ML in Other Segments

Frequently Asked Questions

How is Predictive ML used in lending & credit?

Traditional ML algorithms for classification, regression, and scoring models In the lending & credit sector, Predictive ML is applied by 58 companies tracked by AIFI Map, with $25.5B in combined funding. Leading companies include Klarna (AI-powered BNPL with agent features); Ramp (AI-powered corporate cards and spend management); Nubank (AI-driven digital bank for LatAm).

Which lending & credit companies use Predictive ML?

The AIFI directory tracks 58 lending & credit companies using Predictive ML, with a combined $25.5B in funding. Klarna, Ramp, Nubank, Revolut, Monzo, and 47 more. (Source: AIFI Map directory.)

What is the most funded Predictive ML lending & credit company?

Klarna is the most funded company using Predictive ML in lending & credit, with $4.2B raised. AI-powered BNPL with agent features Followed by Ramp ($2.3B).

How does Predictive ML compare to other AI technologies in lending & credit?

In the Lending & Credit segment, Predictive ML ranks #1 out of 7 AI technologies by adoption, with 58 companies and $25.5B in combined funding. The most widely adopted technologies in lending & credit are Predictive ML (58 companies, $25.5B funded); Computer Vision (12 companies, $59.7B funded); Data Platform (10 companies, $15.3B funded). While Predictive ML focuses on traditional ml algorithms for classification, regression, and scoring models, alternative approaches include Computer Vision, which image and video processing, ocr, and document extraction, and Data Platform, which data aggregation and enrichment platforms with minimal ml.