Enterprise AI Factory
DS Stream AI Factory is a proprietary operating model for scaling enterprise GenAI delivery. We combine a production-grade AI platform reference architecture, governance, reusable architecture components, and an ROI-tracked use case pipeline to convert business problems into production AI solutions. This is 2-3 times faster and costs 60% less per use case at scale.

Build a reusable AI engine you can actually control
Start with one use case. Then grow it across your whole company. The infrastructure is production ready. Compliance is built in. You see ROI from day one. The AI Factory delivers production-grade GenAI infrastructure, governance, and delivery pipeline that transforms isolated experiments into enterprise-wide industrial scale with measurable financial outcomes.
Why Do Most Enterprise AI Programs Stall Between Pilot and Production?
Most organizations have run AI pilots, but fewer than 30% make it to production. The problem is usually not the model. It's a lack of shared tools, proper governance, repeatable processes, and a way to track value. Money gets spent on AI with no clear return and no way to grow.
Enterprise-Grade GenAI Delivery Capabilities
How We Build Your AI Factory: From Discovery to Scale
An industrialized AI delivery model makes it easier to build and manage AI systems at scale. It uses repeatable processes and standard tools, so teams can focus on solving problems instead of reinventing the wheel each time. This approach cuts down on errors, speeds up delivery, and helps businesses use AI more consistently across projects.
Who This Technical Service Is For
Use Cases
The AI Factory capability can be applied across industries to solve specific operational and business challenges with production-grade GenAI delivery.
Frequently Asked Questions About the AI Factory
Ready to make AI work across your whole company?
Whether you are moving from isolated AI pilots to a production program with clear rules, or scaling an existing platform across your company, DS Stream can help define the fastest path from architecture to production. Governance, ROI tracking, and knowledge transfer are built in from the start.