Generative AI Custom Services | Custom GenAI Solutions | Naveera

AI projects should therefore consider:

• Data access controls
• User authentication
• Encryption
• Privacy
• Audit logging
• Model monitoring
• Prompt security
• Data governance
• Human oversight

Security should be included from the beginning rather than added after an AI application has already been deployed.

Measuring Generative AI Success

Businesses should establish clear objectives before launching a Generative AI project. Simply deploying an AI assistant does not necessarily mean the project has created business value.

Useful metrics may include:

• Time saved per employee
• Reduced manual processing
• Faster customer responses
• Improved information retrieval
• Reduced operational costs
• Increased productivity
• User adoption
• Response quality

Measuring these outcomes allows organizations to determine whether the AI application should be expanded, improved, or redesigned.

Scaling Cloud Data and AI Infrastructure

A successful pilot can quickly grow into a larger production system. As more employees use an AI application and more data becomes available, infrastructure requirements can increase.

Organizations should plan for:

• Data growth
• User growth
• Application performance
• Model usage
• Storage requirements
• Security
• Monitoring
• Infrastructure costs

Cloud environments can provide flexible resources, but architecture still needs to be designed carefully to maintain performance and cost efficiency.

Combining Data Engineering With Generative AI

The strongest AI strategies often bring data engineering and AI development together.

Data engineering creates the foundation for reliable information, while Generative AI applications provide intelligent ways to interact with that information.

For example:

Data Sources → Cloud Data Platform → Data Processing → Knowledge Layer → Generative AI Application → Business Users

This connected approach can help organizations create AI applications that are grounded in relevant business information.

Choosing a Technology Partner