CREDI AI
CREDI AI is a Hong Kong-based fintech that builds machine learning credit scoring software for licensed money lenders. Its HK Score platform delivers custom-trained risk models with explainable AI, deployed via API into lenders' loan management systems across Asia-Pacific.
- Company typePrivate
- Founded2019
- HeadquartersCentral, Hong Kong SAR China
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What CREDI AI does
CREDI AI Limited (formerly WKWK, rebranded 20 August 2020) is a Hong Kong-based fintech that develops machine learning credit scoring software for licensed money lenders. Its core offering, HK Score, is positioned as Hong Kong's first AI credit scoring service and is delivered as a subscription with an initial setup fee and a monthly fee tied to loan application volume. The underlying Crengine engine trains custom ensemble ML models on each lender's own historical loan performance data, typically deploying hundreds of predictive variables (477 in one disclosed case study) versus the 20-40 found in traditional linear-regression scorecards. Outputs include probability-of-default scores, Shapley-based feature explanations, score-distribution tracking, and outlier detection for ongoing model monitoring.
The commercial product line spans core credit scoring models for both TransUnion-member lenders and non-TransUnion subprime lenders, plus add-on modules for predictive risk monitoring and OCR-based document extraction. Deployment is API-first, integrating into lenders' existing loan management systems to support auto-decision, auto-rejection, and manual review workflows; auto-decision ratios for one customer are reported to have risen from 10% to 40%. Customer concentration is currently anchored in Hong Kong licensed money lenders, with a stated primary segment of 300+ non-TransUnion lenders out of an addressable market of roughly 2,300 HK licensed money lenders, alongside microfinance, auto finance, and business lending use cases.
Go-to-market is sales-led enterprise, supported by content marketing, organic social, SEO, and participation in HK FinTech Week. Geographic footprint currently comprises a Hong Kong headquarters (Central) and a Vietnam office (Hanoi), with public plans to extend ML credit scoring models into Japan, Indonesia, and the Philippines. The company is privately held and bootstrapped, with no disclosed external funding; it is led by co-founders Ken Katsumata (CEO) and Derek Kamata (CTO), is PDPA-compliant, and has a reported employee count of 1-10.
CREDI AI firmographics
Firmographics- Name
- CREDI AI
- Legal name
- CREDI AI Limited
- Website
- https://crediai.com
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- CREDI AI is a Hong Kong-based fintech that builds machine learning credit scoring software for licensed money lenders. Its HK Score platform delivers custom-trained risk models with explainable AI, deployed via API into lenders' loan management systems across Asia-Pacific.
- Ownership category
- akta.pro rank
CREDI AI industry classification
Industry- Product category
- Credit Risk Analytics Software
- NAICS
- Other Activities Related to Credit Intermediation (522390)
- SIC
- Services-Consumer Credit Reporting, Collection Agencies (7320)
- akta.pro primary industry
- Model Risk Management & AI Governance (validation, monitoring, explainability) (FSAGAFAL)
Keywords
Where CREDI AI is headquartered
LocationHeadquarters
- HQ city
- Central
- HQ country
- Hong Kong SAR China
- HQ region
- Asia
Offices2 records
Markets served
CREDI AI business model
Business model- GTM type
- B2B
- Offering type
- Software
Revenue model
- Subscription-based AI Credit Scoring Service (HK Score): CREDI AI offers HK Score as a subscription service for money lenders in Hong Kong. Pricing includes an initial set-up fee and monthly subscription structure based on the lender's volume of loan applications. A minimum monthly subscription fee may apply if application volume is too small.
- Custom Model Development Services: Custom ML model development from start to production in three months, including data development, model building, validation report, deployment via API, and ongoing model monitoring. Part of the initial set-up fee structure.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Monthly | Initial Setup Fee + Monthly Subscription |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels5 records
CREDI AI product offering
Product offeringCore offering
CREDI AI develops and delivers AI-driven credit scoring and risk prediction software for money lenders. Its core product, HK Score, uses custom-trained machine learning models to generate real-time credit risk scores that integrate via API into lenders' existing loan management systems for auto-decision workflows. The company also builds bespoke credit scoring models tailored to each lender's historical loan performance data.
Product overview
CREDI AI offers a unified AI credit engine platform centered on HK Score, Hong Kong's first AI credit scoring service. The core Crengine technology powers predictive credit risk models that can be deployed in three months. The product line includes specialized models for TransUnion and non-TransUnion lenders, model monitoring features for continuous performance tracking, predictive risk monitoring for emerging risk detection, and OCR document processing. All offerings integrate via API into existing loan management systems for real-time automated decision-making.
Differentiator
Problem solved
Functional benefit
Products and services
- HK Score Hong Kong's first AI credit scoring service providing machine learning-based credit risk prediction for consumer lending. Offers real-time AI scores, model monitoring, and auto-decision integration capabilities for licensed money lenders.
- Crengine The AI Credit Engine serving as CREDI AI's underlying machine learning technology platform for credit risk modeling. Powers HK Score with predictive models and pattern detection capabilities for lenders.
- Non-TransUnion Credit Scoring Model Custom credit scoring model designed for money lenders independent from TransUnion data access. Targets subprime borrowers and enables risk measurement without credit bureau data.
- TransUnion Credit Scoring Model Custom credit scoring models for TransUnion member lenders, trained on client data and designed to be more predictive than pre-packaged models. Integrates with bureau data and application data.
- OCR Solution Optical Character Recognition solution for extracting data from paper-based documents. Integrates with credit risk prediction models to process paper documentation for underwriting workflows.
Quantifiable outcome
- 23% average reduction in default rates
- +6 more outcomes
Companies that use CREDI AI
Customer profileNamed customers1 record
Segments5 records
CREDI AI technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability5 records
Feature7 records
CREDI AI partnerships and signals
Strategic signalScale indicators10 records
Recent moves8 records
Expansion highlights5 records
CREDI AI competitors and assessment
Company assessmentDirect peers
- LenddoEFL: LenddoEFL (now CredoLab) provides alternative and AI-based credit scoring for emerging-market lenders using digital and alternative data — comparable to CREDI AI's focus on non-bureau and underbanked money lender segments in Asia.
- Zest AI: Zest AI builds AI-driven credit underwriting software for lenders, using ML models trained on borrower data to improve approval rates and reduce defaults — directly comparable to CREDI AI's Crengine/HK Score offering for money lenders.
- Upstart: Upstart provides an AI lending platform that uses ML-based credit scoring and personal loan decisioning APIs for lenders — a closely aligned model to CREDI AI's custom ML scoring + auto-decision API stack.
- Scienaptic AI: Scienaptic offers an AI-powered credit decisioning platform (Ether) used by lenders for underwriting and risk monitoring — comparable in product shape to CREDI AI's HK Score and continuous monitoring features.
Broad incumbents
- Experian: Experian is a global credit bureau and analytics provider whose credit scores, decisioning software, and consumer credit data products overlap with CREDI AI's TransUnion-model-based offerings for lenders.
- H2O.ai: H2O.ai provides an enterprise AI/ML platform with documented credit scoring and lending use cases — a broader incumbent whose tools overlap CREDI AI's custom ML model development for risk prediction.
- FICO: FICO is a global credit scoring and analytics incumbent whose decisioning and risk management platform competes in the same lender scoring, monitoring, and regulatory compliance workflows as CREDI AI.
- DataRobot: DataRobot is an enterprise AI platform with credit risk and financial services model deployment offerings — comparable as a broader AI platform competing for the same custom credit modeling budgets.
- TransUnion: TransUnion is a global credit bureau and a key data partner for CREDI AI; its credit scores, decisioning APIs, and analytics serve the same money-lender customers targeted by HK Score.
Emerging players
- CreditVidya (Lumen): CreditVidya, now part of Lumen, provides alternative and AI-based credit scoring primarily in India for lenders — an emerging-market analogue to CREDI AI's Hong Kong-focused, non-bureau lender strategy.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks6 records
Key highlights6 records
Customer concentration
CREDI AI social profiles
Digital presenceCREDI AI compliance and trust
Trust signalCompliance1 record
CREDI AI financial estimates
Financial estimateRevenue estimate
Valuation estimate
CREDI AI leadership team
Management profileNumber of profiles
CREDI AI funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
CREDI AI 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 CREDI AI
What does CREDI AI do?
CREDI AI develops and delivers AI-driven credit scoring and risk prediction software for money lenders. Its core product, HK Score, uses custom-trained machine learning models to generate real-time credit risk scores that integrate via API into lenders' existing loan management systems for auto-decision workflows. The company also builds bespoke credit scoring models tailored to each lender's historical loan performance data.
Is CREDI AI a public or private company?
CREDI AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was CREDI AI founded?
CREDI AI was founded in 2019. It employs 1 to 10 people.
Where is CREDI AI based?
CREDI AI is headquartered in Central, Hong Kong SAR China, in the Asia region.
How does CREDI AI make money?
Two revenue lines are on record. Subscription-based AI Credit Scoring Service (HK Score) is the primary driver. The others are custom Model Development Services.
Who are CREDI AI's main competitors?
Direct peers on record are LenddoEFL, Zest AI, Upstart and Scienaptic AI. Broad incumbents are Experian, H2O.ai, FICO, DataRobot and TransUnion. CreditVidya (Lumen) is listed as an emerging player.
Does CREDI AI have an API?
Yes. CREDI AI builds an API module that can be easily integrated into existing operation systems and workflows for real-time predictions. The API receives application data and bureau data, processes them through the credit scoring model, and returns AI scores and risk explanations to the loan management system's decisioning component. Data is transmitted securely with encryption, and data anonymization is applied when required.
What industry is CREDI AI in?
CREDI AI's product category is Credit Risk Analytics Software. Its primary akta.pro industry code is FSAGAFAL, Model Risk Management & AI Governance (validation, monitoring, explainability). Its NAICS code is 522390 and its SIC code is 7320.