Research/Papers
InfrastructureDecember 2024

BYOK Patterns for Enterprise AI Deployments

Best practices for implementing Bring Your Own Key architectures in LLM applications, enabling data sovereignty and cost control for enterprise customers.

Authors

DevSimplex Infrastructure Team

Abstract

Enterprise adoption of AI-powered applications faces significant barriers around data privacy, vendor lock-in, and cost predictability. The Bring Your Own Key (BYOK) pattern addresses these concerns by allowing customers to use their own API keys for LLM providers, ensuring data flows directly between the customer and their chosen provider without intermediary storage. This paper presents architectural patterns, security considerations, and implementation strategies for building BYOK-enabled AI applications that satisfy enterprise requirements while maintaining application functionality and user experience.

Why BYOK Matters

Data Sovereignty

Customer data never touches vendor infrastructure. Prompts and responses flow directly to the LLM provider.

Cost Transparency

Customers pay their provider directly at published rates. No markup, no hidden costs.

Compliance

Enables use in regulated industries (healthcare, finance) where data handling restrictions apply.

Provider Choice

Customers can switch between OpenAI, Anthropic, Azure, or other providers based on their needs.

Architecture Patterns

Pattern 1: Client-Side Key Injection

API keys are stored client-side (browser/mobile) and injected into requests. Server acts as a proxy without access to keys. Best for maximum security but requires client-side SDK.

High SecurityComplex Implementation

Pattern 2: Encrypted Key Storage

Keys are encrypted at rest with customer-specific encryption keys. Decrypted only in memory during request processing. Balances security with simpler implementation.

BalancedRecommended

Pattern 3: Vault Integration

Keys stored in customer's own secrets manager (HashiCorp Vault, AWS Secrets Manager). Application retrieves keys via customer-provisioned access. Maximum enterprise control.

EnterpriseCustomer Managed

Security Considerations

  • Keys should never be logged, even in error messages
  • Memory should be cleared immediately after use
  • Key rotation should be supported without service interruption
  • Audit trails should track key usage without exposing keys
  • Rate limiting should prevent abuse of customer keys

Contents

  1. 1.Introduction: Enterprise AI Adoption Challenges
  2. 2.The BYOK Approach
  3. 3.Architecture Patterns
  4. 4.Security Implementation Guide
  5. 5.Multi-Provider Support
  6. 6.Error Handling and Fallbacks
  7. 7.Monitoring and Observability
  8. 8.Case Study: DevSimplex Implementation
  9. 9.Conclusion

Full paper available upon request for academic and research purposes.