a graph on a computer screen - Fund Administration

Predictive Fails Management: Solutions for Multiple Trade Markets and Affirmations 

Reading Time: 2 mins

With the T+1 settlement cycle mandate now in effect, the imperative for financial institutions to ensure quick and accurate trade settlements is only growing. CTFSI’s PEP platform supported Predictive Fails Management solutions shift the workflow from post-settlement failure detection to pre-settlement prediction.    

Trade Markets Coverage 

Details of our SSI Solution can be found here. This proven SSI solution has been tested on DTC trades and is equally applicable to Euroclear, FX, and other trade markets giving operations teams the ability to address SSI-driven trade fails before they occur across the full-spectrum of trading activity where SSIs are involved. 

“Our predictive solutions are an opportunity for you to transform your exception processing from post fail detection, to taking preventative actions that can eliminate a trade fail altogether”

Expanding to Affirmations

The same approach is also applicable to predicting affirmations as a driver of trade fails. The affirmations solution can support three general use cases:

  • Early Intervention: Learned historical counterparty affirmation behavior drives prediction workflow of likely fails on trade date.
  • Need to Monitor: Deprioritizes unnecessary actions while maintaining visibility based on behavioral history.  
  • Escalate Now: Detects system issues and sets high escalation priority to de-risk issues quickly.  

Affirmations Solution Benefits 

Whether predicting the likelihood of a trade failing in the absence of an affirmation occurring by a certain time or a trade failing in the absence of an affirmation entirely, our affirmations approach provides the same benefits as our SSI solution.

These include:

  • Standalone Value Delivery: Provides value independently.  
  • Preventative Detection: Identifies potential issues early.  
  • Actionable Recommendations: Offers practical steps for resolution.  
  • Probabilistic, Learning Model: Continuously improves with more data. 
  • Process Agnostic: Integrates into any existing workflow. 

Looking Ahead

Our predictive fails management solutions are designed to complement and enhance existing trade processing. They provide an opportunity for you to transform your exception processing from post-fail detection to taking preventative actions that can eliminate a trade fail altogether. 

This same approach to exception management processing can be applied not only to different types of trade failures, such as inventory issues but also to other types of operations exceptions, such as reconciliation or customer onboarding. Our PEP platform was specifically designed with this philosophy in mind. 

 

 
 
 

FURTHER READS

Damian Sutcliffe – CTFSI Board of Advisors

CTFSI harnesses the power of AI and machine learning to revolutionize banking operations, automating complex tasks, reducing risks, and enhancing efficiency. Advisor, Damian, former global tech leader at Goldman Sachs, helps develop tailored AI-driven solutions that transform back-office processes and drive operational excellence in financial services.

Beyond STP: AI Operationalized and a Pareto approach to real operational gains

At CTFSI, we apply AI Operationalized to tackle resource-intensive workflow challenges, not simply eliminate manual steps. By focusing on predictive analytics and unstructured data management, our AI solutions address the real bottlenecks that traditional STP solutions can’t solve, delivering precise, impactful results without unnecessary automation.

UDP – Unstructured Data Processing, CTFSI

At CTFSI, our UDP Platform empowers AI to collaborate with human expertise in processing unstructured data. By breaking down complex tasks into manageable questions, AI and human intelligence work together to create efficient workflows, transforming unstructured data into actionable insights and driving productivity across enterprise operations.