[DB Inc.] Building an AI Platform for DB Group

DB Inc. built an LLMOps-based AI platform to expand the use of AI across DB Group. The platform manages LLM development, validation, deployment, and operations in one place and provides an operating foundation that can scale to AI Agent services.

An Integrated Operating Foundation for Expanding AI Across the Group

To meet the growing demand for AI services across DB Group, DB Inc. needed a common platform that could reliably support LLM operations and the expansion of AI Agent services.

Securing a Foundation for LLM Operations and AI Service Expansion

A platform environment was needed to reliably develop, operate, and continuously expand AI services across the group.

  • LLM fine-tuning and serving environment: An operating environment for LLM development, validation, and deployment

  • AI service lifecycle management: A framework to systematically manage model changes and their rollout to services

  • AI service quality management: Performance and quality management for AI services in production

Building a Cheetah-based LLMOps Environment and Serengeti AI Agent Studio

We built a platform environment that manages LLMs from development to operations and integrates with AI Agent services.

  • LLMOps platform: Integrated management of LLM development, training, deployment, and operations

  • Model validation and rollout: Supported validation of new and upgraded models and their rollout to services

  • Foundation for AI Agent services: Secured an agent operating architecture based on RAG, tools, and GitOps

Stable and Scalable AI Service Operations Across the Group

DB Inc. standardized its LLM operations and secured a group-wide AI operating foundation that supports the expansion of AI services.

  • More efficient LLM operations: Integrated management of the full process, from LLM development to serving

  • Faster AI service rollout: Validated models are reliably rolled out to production services

  • Group-wide AI operating foundation: An operating environment that connects infrastructure, LLMOps, and AI Agents

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