Skip to main content

Proving the Value of AI-Driven Automation for Banking Ops

September 8, 2025
Tom Pirone
Industry Leader, Financial Services

Financial institutions face growing operational demands in an environment defined by regulatory complexity, legacy system inertia, and the rapid evolution of customer expectations. At the same time, IT leaders are under pressure to not only maintain infrastructure but also demonstrate value to their operations counterparts. The opportunity is clear: use technology to drive operational agility without disrupting existing systems. This is where Appian excels.

The need for an agility layer

Legacy systems still power critical operations in most banks, but they often lack the flexibility, speed, and intelligence needed to meet today’s demands. Replacing them is costly and risky. The alternative? Establish an agility layer that wraps around core systems, to enable new capabilities without the need for rip-and-replace projects.

This agility layer serves as the connective tissue between disparate systems and fragmented data. It sits between your legacy systems and modern applications so you can bring them together in a unified interface. It also extends the functionality of your legacy systems so they can work with newer tools like AI. It’s where transformation happens. And Appian’s unified platform—combining AI, automation, data fabric, and end-to-end process orchestration—is purpose-built to be that layer. It allows institutions to build responsive, intelligent workflows that can evolve with changing market conditions, regulations, and customer needs.

AI-Powered Case Management for Financial Institutions

Navigate risk and regulatory investigations practical strategies to save time, lower costs, and achieve compliance using AI-powered case management.

AI at the core of work

AI only delivers business value when it’s operationalized. Embedded within Appian processes, AI becomes auditable, governable, and measurable. It’s not just experimentation; it’s impact. Use cases like payment investigations, loan management, reconciliation, and GRC operations show how AI embedded into a workflow reduces manual effort, accelerates decision-making, and improves outcomes.

In payment investigations, for instance, Appian enables straight-through processing (STP), lowers resolution times, and simplifies compliance updates. It integrates seamlessly with SWIFT, Fedwire, and internal systems to orchestrate data and workflows across the lifecycle. Investigators benefit from a single view of payment records, enhanced with AI-driven insights and case prioritization based on risk scoring.

In loan management, Appian helps financial institutions navigate jurisdiction-specific rules, debt relief programs, and early redemption requests, using automation to reduce system interactions and human error. AI enhances compliance checks, document verification, and fraud detection, improving both operational efficiency and customer satisfaction.

Real-world use cases

Beyond payments and lending, an AI-powered process automation platform can orchestrate work throughout the organization. 

Appian is redefining how banks manage reconciliation and GRC processes. Reconciliation, a historically manual and error-prone function, benefits from Appian’s automation and data fabric capabilities. Institutions can integrate disparate data sources, automate break identification and root cause analysis, and reduce exception resolution time.

In GRC operations, Appian’s Case Management Studio streamlines governance workflows, automates document handling, and connects real-time data from multiple systems. This creates transparency and agility in managing regulatory obligations, from AML investigations to policy governance and internal audits.

These capabilities are not theoretical—they’re in production across some of the world’s largest banks. From AI-driven invoice processing to automated compliance tracking, Appian powers critical functions with real-time intelligence and adaptive workflows.

Modernization without disruption

The power of Appian lies in its ability to modernize without disruption. IT professionals can deploy new AI-driven capabilities on top of existing infrastructure, accelerating value delivery and reducing total cost of ownership (TCO). Business teams benefit from better performance, faster insights, and enhanced customer experiences—all while mitigating operational risk.

Consider the experience of a major Australian bank: By unifying over 200 processes and digitizing 800 forms across business units, the bank cut costs by 23% and improved response times by 44%. This transformation was powered by Appian’s agility layer, not a core system replacement. In another example, a global investment firm migrated over 1,200 legacy applications to fewer than 60 on Appian, saving millions in licensing and support costs.

Celent x Appian: IT Pressures & Priorities in Risk and Compliance

Read Celent's 2025 research on how top financial institutions are adapting new risk and compliance strategies. See how leaders are using AI and improving data quality to modernize governance, fight fraud, and prepare for tomorrow’s threats. 

Proving value of AI to your operations teams

This article can serve as a launchpad for IT leaders who need to communicate value to operations teams. By framing Appian as an operations enablement platform—not just a development tool—IT can align with business goals, secure cross-functional buy-in, and accelerate transformation initiatives.

To prove this value, tech leaders should focus on metrics that matter to operations:

  • Reduction in NIGO / Rejected work items

  • Enablement of business critical complex workflows / Seamlessly operate across the current tech stack without moving data

  • Reduction in average handling time (AHT) for complex processes

  • Increased STP rates

  • Lower error rates and reduced exception volumes

  • Faster time-to-market for regulatory updates

  • Improved auditability and risk mitigation

Appian’s native analytics and process mining tools help quantify these improvements, making it easier for IT to build the business case for continued investment.

Future-proofing financial operations

The financial services industry is known for rapid shifts, from new payment rails and digital currencies to emerging regulatory frameworks and customer demands for personalization. Platforms must evolve just as quickly. Appian provides that foundation.

With a proven track record in AI, data orchestration, and process automation, Appian enables banks to adapt without being encumbered by legacy complexity. Its backward-compatible architecture means applications evolve without disruption, while continuous innovation ensures organizations stay ahead of change.

Moreover, Appian’s private AI model framework gives financial institutions the control they need over sensitive data, supporting regulatory compliance and operational transparency. Whether it’s for intelligent document processing, case triage, or customer onboarding, Appian’s AI skills accelerate outcomes and reduce time to value.

Lead the transformation

The future of financial operations is agile, intelligent, and integrated. Appian delivers the tools IT leaders need to build that future today. By creating an agility layer powered by AI-driven process automation, banks can modernize at their own pace, drive measurable impact, and stay ahead of change—without disrupting what works.

This isn’t just about technology. It’s about strategic enablement. IT leaders can use Appian to shift from being reactive support teams to proactive drivers of business transformation.

Banking Modernization for the Digital Age

Explore key modernization priorities for financial institutions with experts from PwC, AWS, and Appian.