Article

Straight-Through Hedging: When Advisory Meets Artificial Intelligence 

Discover how AI and advisory are converging to enable straight-through hedging for private credit firms.

Kristin Kelly, CPO, Headshot
Kristin Kelly
Chief Product Officer
Straight-Through Hedging

Private capital markets have entered a new era and it is one where automation, AI, and advisory are converging to reshape how sponsors manage financial risk. For private equity and credit firms, hedging has traditionally been a manual, advisory-led process. But that model is evolving. 

The next wave of risk management is about more than execution. It’s about intelligence. And at the center of that transformation is the concept of straight-through hedging. 

What is Straight-Through Hedging? 

Borrowed from the payment and trading worlds, “straight-through processing” (STP) refers to fully automated workflows from instruction to settlement. Applied to hedging, STP means reducing, or even eliminating manual intervention between: 

  • Risk identification 
  • Hedge strategy design 
  • Execution 
  • Ongoing valuation, monitoring, and reporting 

It’s not about removing people. It’s about enabling experts with data and automation so they can focus on insight, not inputs. 

The Role of AI in Advisory 

Artificial Intelligence in financial markets isn’t just about chatbots or large language models. At Derivative Path, we’re exploring AI’s role in: 

  • Pattern recognition across portfolios (e.g., exposures, market sensitivities) 
  • Suggesting hedge structures based on historical and real-time inputs 
  • Optimizing hedge allocations across counterparties or tenors 
  • Automating exception monitoring and alerts 

When paired with human expertise, AI becomes an amplifier allowing a lean treasury team to manage complex portfolios with greater speed, precision, and foresight. 

Solving for Scale Without Sacrificing Strategy 

Sponsors are often hesitant to “tech-enable” their hedging program out of concern that it becomes commoditized. But true automation doesn’t mean generic—it means scalable intelligence. 

Imagine an advisory model where: 

  • The system flags rate or FX exposure based on new deals entered into your CRM. 
  • A recommended hedge strategy is generated and routed for internal approval. 
  • Once approved, trades are executed, booked, and auto-synced to your reporting and compliance systems. 
  • Variance alerts are triggered based on pre-defined tolerances, not manual tracking. 

This is the promise of straight-through hedging and it’s coming faster than you think. 

Building the Foundation Today 

While AI headlines grab attention, the foundation of STP is built on integration, clean data, and purpose-built workflows. That’s why Derivative Path has focused first on: 

  • Self-service data architecture: Giving clients visibility and control over their hedge data 
  • Modular APIs: Enabling ingestion and export of data into internal systems 
  • Automated dashboards: Reducing reliance on manual models 
  • Audit-ready workflows: Ensuring control and transparency 

Once those pillars are in place, layering AI becomes additive and not disruptive. 

Conclusion: Strategy + Automation = Advantage 

Private equity and credit firms are under pressure to deliver operational alpha. By combining the best of advisory with AI and automation, sponsors can move faster, reduce risk, and unlock new capacity without expanding headcount. 

Straight-through hedging isn’t about replacing the human rather it’s about elevating them. 

Kristin Kelly, CPO, Headshot
Kristin Kelly

Kristin Kelly is the Chief Product Officer at Derivative Path, Inc., where she leads product management and drives customer-centric innovation across the firm’s technology solutions. With over two decades of experience at leading New York City-based firms such as Allvue Systems and Fidessa Corporation, Kristin specializes in operational efficiency, STP, and agile methodologies. She holds a BA in Business from New York University. Known for her collaborative approach and deep understanding of the equity and derivative markets, Kristin works closely with engineering teams to align product goals with business objectives, ensuring that Derivative Path continues to deliver cutting-edge solutions to meet the dynamic needs of the finance sector.

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