List of the Top 2 Auto Scaling Software in 2026

StormForge delivers immediate advantages to organizations by optimizing Kubernetes workloads, resulting in cost reductions of 40-60% and enhancements in overall performance and reliability throughout the infrastructure. The Optimize Live solution, designed specifically for vertical rightsizing, operates autonomously and can be finely adjusted while integrating smoothly with the Horizontal Pod Autoscaler (HPA) at a large scale. Optimize Live effectively manages both over-provisioned and under-provisioned workloads by leveraging advanced machine learning algorithms to analyze usage data and recommend the most suitable resource requests and limits. These recommendations can be implemented automatically on a customizable schedule, which takes into account fluctuations in traffic and shifts in application resource needs, guaranteeing that workloads are consistently optimized and alleviating developers from the burdensome task of infrastructure sizing. Consequently, this allows teams to focus more on innovation rather than maintenance, ultimately enhancing productivity and operational efficiency.

NVIDIA DGX Cloud Serverless Inference delivers an advanced serverless AI inference framework aimed at accelerating AI innovation through features like automatic scaling, effective GPU resource allocation, multi-cloud compatibility, and seamless expansion. Users can minimize resource usage and costs by reducing instances to zero when not in use, which is a significant advantage. Notably, there are no extra fees associated with cold-boot startup times, as the system is specifically designed to minimize these delays. Powered by NVIDIA Cloud Functions (NVCF), the platform offers robust observability features that allow users to incorporate a variety of monitoring tools such as Splunk for in-depth insights into their AI processes. Additionally, NVCF accommodates a range of deployment options for NIM microservices, enhancing flexibility by enabling the use of custom containers, models, and Helm charts. This unique array of capabilities makes NVIDIA DGX Cloud Serverless Inference an essential asset for enterprises aiming to refine their AI inference capabilities. Ultimately, the solution not only promotes efficiency but also empowers organizations to innovate more rapidly in the competitive AI landscape.