Artificial Intelligence (AI) is evolving rapidly and is becoming critical for businesses to remain competitive. However, developing and managing complex algorithms and models to run AI systems can introduce challenges, as many organizations lack the AI expertise and time to design, deploy, and manage solution stacks.
AI applications have to scale to handle extremely large datasets and accommodate an increase in user loads. Efficiently maintaining a high-performance application can be a challenge for organizations that do not have the proper infrastructure. AI workloads can be resource-intensive and lead to high infrastructure and operational costs. It is essential to optimize resource usage to minimize costs while maintaining operational efficiency.
Organizations often have trouble searching through their internal documents, as they are limited to text-based search, which does not offer efficient querying. Large Language Model (LLM) based applications offer a solution to this challenge, but building, deploying, and managing a LLM can be complex and time consuming.
The cloud-native landscape is very complex. Red Hat® OpenShift® is a trusted and proven application platform that provides a turnkey solution enabling organizations to build, deploy, and run their applications.