Enterprise AI delivery and security in financial services

The future of finserv is powered by connected and distributed AI models and agents. F5 helps enterprises to securely scale, connect, and optimize AI workflows—maximizing performance and unlocking the full potential of AI.

AI in financial services demands exceptional performance and security

AI is transforming operations for banks and financial service providers, streamlining customer experiences, advancing fraud detection, and automating core processes. But these innovations come with new risks, increase thecomplexity of distributed architectures, and complicate regulatory compliance. Maintaining customer trust and complying with evolving regulations such as, the EU AI Act or related U.S. Federal Executive Orders requires a trusted, scalable approach to application delivery and security.

With F5, leading banks and insurers are empowered to rapidly deploy, secure, and scale their AI-driven services. The F5 Application Delivery and Security Platform delivers robust AI model protection, advanced API and application security, and seamless multicloud orchestration, all with compliance and resiliency built in.

F5 helps you accelerate AI adoption while reducing operational complexity, risk, and unplanned downtime. Confidently advance your AI transformation and keep account holder trust at the center, so you can securely deliver personalized, compliant, and innovative financial services at scale.

AI is driving fundamental change

81%

of global banking CEOs view generative AI as a crucial investment for business transformation1

38%

of banking executives expect GenAI productivity boosts to reduce costs2

80%

of financial services organizations have adopted AI3

Common AI challenges for banking & financial services

Delivering reliable, low latency inference and predictable model delivery at scale across hybrid and multicloud environments is a top operational concern for many financial institutions, because performance problems directly affect account holder sentiment. AI introduces new security and governance risks across APIs, data pipelines, and models. As one of the most highly regulated industries, boards, auditors, and regulators expect demonstrable traceability, explainability, and documented governance for any AI-enabled service.

CHALLENGES

Fragile AI pipelines leading to downtime

FinServ AI use cases, like wealth advisor AI assistants, depend on continuous data flow, but pipeline failures resulting from storage endpoint outages, overloads, or latency spikes can halt training, fine-tuning, and RAG processes. Without the right intelligent failover and dynamic traffic management solutions, these disruptions lead to idle GPUs, missed SLAs, and delayed time-to-model.

Complicated governance for FinServ AI systems

The lack of centralized visibility of how financial services organization’s AI models and agents interact with users and data are leaving them exposed. Regulators and auditors expect traceable and explainable documented governance of AI systems, especially in account holder facing AI use cases where sensitive data is involved.

Evolving security risk across the AI attack surface

Threats to AI apps, and agents are growing exponentially, particularly in financial services where sensitive customer and transaction data can be exposed through, weak data loss prevention (DLP), or unauthorized data flows, like ones associated with shadow AI activity. The open finance movement also adds complexity through third party account holder data sharing and the usage of their AI systems, heightening the risk of fraud, account takeover, and regulatory penalties.

Explore enterprise AI solutions

AI data delivery

F5 BIG-IP provides a secure, high-performance front door for AI model training, fine-tuning, and RAG data ingestion. With intelligently managed and protected dataset movement, enterprises can ensure resilient availability across storage endpoints, maintain loose coupling for vendor flexibility, and optimize real-time traffic. Seamlessly deliver massive datasets while preventing data bottlenecks, mitigating security risks, and ensuring uninterrupted, efficient AI workflows.

Deliver AI data at scale ›

AI Data Delivery
AI Factory Load Balancing

AI factory load balancing

Maximize GPU cluster maximization with AI factory load balancing and security powered by F5 BIG-IP Next for Kubernetes deployed on NVIDIA BlueField-3 DPUs. With BIG-IP and NGINX, manage traffic into and between AI factory services such as training and inference, streamline workload delivery, and reduce latency. Optimize resource usage to keep GPUs fully utilized for faster, more cost-effective AI operations.

Scale your AI infrastructure ›

AI runtime security

Protect AI applications, APIs, models, and data with F5 AI Guardrails, AI Red Team, Distributed Cloud Services, NGINX, and BIG-IP. Prevent data leakage and defend against evolving threats while ensuring full visibility and control over how AI models and applications interact across environments.

Protect your AI applications ›

AI Runtime Security
AI Multicloud Networking

AI multicloud networking

Connect and secure distributed AI infrastructures with F5’s AI multicloud networking solution. By orchestrating data flows and securing AI pipelines through centralized management, F5 ensures seamless operations, robust security, and compliance across hybrid and multicloud environments—unlocking the full potential of enterprise AI.

Connect distributed AI workloads ›

With our partners, F5 simplifies and secures AI application ecosystems.

F5 collaborates with the world’s leading AI innovators to form industry-leading technology alliance partnerships. Together, we provide integrated, secure, and streamlined solutions to support complex AI application ecosystems.

Unleash high-performance networking and security to scale your most ambitious AI projects

Explore the F5 AI reference architecture to discover best practices for enabling secure, reliable, and performant AI infrastructure across your hybrid, multicloud environments. See how F5 solutions support everything from data ingestion for model training and inference to optimized AI networking. Keep data moving at line rate and scale traffic seamlessly for consistent, cost-efficient performance end-to-end.

AI reference architecture

The F5 AI Reference Architecture showcases strategic traffic management and critical security points across the entire AI pipeline—from the web and API front door to data ingest, cluster ingress, LLMs, model inference, RAG workflows, data storage, and training—ensuring fast, reliable, and secure operations at every stage.

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AI in Financial Services: Enterprise AI Delivery & Security | F5