How do industry leaders drive AI at scale?
Enterprises, for example digital natives such as Netflix and Amazon, drive AI into core processes at scale by focusing on three areas.
Leaders manage models as first-class enterprise assets, supported by a model-centric architecture to enable long-term, uniform deployment success independent from data science workbenches and execution platforms
Leaders understand that deploying models into mission-critical applications requires them to run 24×7, without fail, with the same operational controls, tooling and automation that support other technologies
Leaders fully automate ModelOps processes, from deployment through monitoring and governance, to effectively manage a model within business SLA’s and eliminate manual processing, reducing risk, cost and model time to business
Model Operations (ModelOps) is the systems and processes that automate the deployment, monitoring, governance and continuous improvement of Data Science models running 24×7 within the enterprise’s most critical business processes and applications.
Many large enterprises struggle to scale AI. Why?
Number of Models
Each business will need to manage hundreds of models to account for business process variations, personalization, and unique customer segments.
The rapid and ongoing innovation in the data & analytics space leads to complexity unmanageable for even the most expert IT teams.
Adherence to strict, and increasing model regulatory requirements as the use of AI expands across industries
Ineffective collaboration across teams that need to work well together
ModelOp Solutions: built to help large enterprises address these challenges.
Designed to meet the needs of Data Scientists and IT and Business, backed by our proprietary software, ModelOp Center, and our expertise in data science, data engineering, infrastructure, software and business transformation.
Align leadership with a ModelOps Assessment of your current state against best practices.
Speed to Value
Put 1-2 priority AI Models in Business, while designing foundation ModelOps capabilities. Built on ModelOp Center.
Deploy an Industrialized ModelOps program across the enterprise, customized to the specific requirements of the business. Built on ModelOp Center.
ModelOp Academy provides workshops, education and training to build awareness and develop core ModelOps skills and capabilities