QUALCO ML STUDIO

Build AI Models That Predict What Happens Next

Build, train and deploy AI models that turn data into decisions across credit and collections. Qualco ML Studio enables your teams to:

  • Build production-ready models in minutes
  • Reduce reliance on complex data science workflows
  • Turn data into predictive decisions
  • Run proven ML scenarios in minutes
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96.6%

model accuracy

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Models built in 1 session,
no code required

100+

production-ready workflows

From data to predictive decisions, at scale

  • Data Ingestion
  • Exploration
  • Feature Engineering
  • Model Development
  • Explainable Insights
  • Decision support & optimisation

Predictive Analytics

Build explainable models that forecast customer behaviour and risk.

AI Model Autopilot (AIMAP)

Create and deploy models automatically using AI-assisted development.

Machine Learning / AutoML

Automate model creation using 15+ explainable, production-ready ML algorithms.

Workflow Canvas

Design end-to-end ML pipelines using a visual, modular interface.

Scenario Library

Run 100+ pre-built financial ML workflows instantly or customise them.

Prescriptive Analytics

Turn predictions into recommended actions using optimisation logic.

Enterprise Connectivity

Train and deploy models directly on live enterprise data.

Model Ownership & Governance

Manage models with full versioning, traceability and control.

Use Cases

FRAUD DETECTION AT ONBOARDING

Identify high-risk applications in real time and focus audit efforts where they matter most.

  • Detect up to 70% of fraud by auditing only 15% of cases
LOAN ORIGINATION OPTIMISATION

Improve approvals and portfolio performance with data-driven risk assessment and smarter decisioning.

  •  Achieve up to 10% uplift in returns 
NEXT BEST PRODUCT RECOMMENDATION

Recommend the right product to the right customer at the right time using predictive models.

  •  Drive up to 8% increase in sales uplift 
SUBSCRIPTION PROPENSITY MODELLING

Target the customers most likely to convert and optimise campaign performance with predictive insights.

  •  Capture up to 95% of subscriptions by targeting the right segments 
PRE-DELINQUENCY EARLY WARNING

Predict missed payments before they happen and act early. Identify high-risk customers and trigger proactive engagement.

  •  Reduce delinquency and improve engagement rates 
REAL-TIME CREDIT LIMIT EXTENSION

Approve more transactions without increasing risk. Evaluate customers instantly at the point of purchase and extend credit dynamically.

  •  Increase conversion and reduce false declines 

Frequently Asked Questions

  • What is Qualco ML Studio?
    Qualco ML Studio is the intelligence layer of Qualco’s Data, AI & Decisions suite. It is an AI-assisted machine learning platform that enables financial institutions to build, evaluate and deploy models that turn data into decisions. 
  • Who is it designed for?
    It is designed for banks and financial services organisations that want to scale model development across analytics and business teams. 
  • Do I need data science expertise to use it?
    No. Model Autopilot (AIMAP) allows analysts to build models without coding, while the Workflow Canvas provides full control for data scientists. 
  • What types of models can be built?
    The platform supports classification, regression and scorecard models across use cases such as risk scoring, fraud detection and customer segmentation. 
  • How does it integrate with existing systems?
    Qualco ML Studio integrates with enterprise data infrastructure and core systems, enabling model training, scoring and retraining on live production data. 
  • How does it fit within the broader Qualco Technology ecosystem?
    Qualco ML Studio consumes data from Qualco Data Studio and delivers predictions to Qualco Agentic Studio, enabling a continuous flow from data to intelligence to automated action.