100 AI use cases identified, thousands of person-days of gains: now someone has to build the platform that makes them possible

The client is not taking its first steps with AI. The potential has been mapped and the will to accelerate is there: more than 100 eligible use cases across teams, several thousand person-days of potential productivity gains, and a significant acceleration of services delivered to customers and internally. What is missing is the platform that makes all of it possible.

The challenge: build a multi-agent harness with no vendor lock-in. Running an AI agent is not the hard part. The hard part is building the harness (the orchestration layer that frames, routes and governs the agents) to run dozens of them reliably, securely and interchangeably. The goal: an equivalent of Claude Cowork, but with no vendor lock-in and integrated into the client’s highly sensitive environment. In practice, that means an abstraction layer over the models (LangChain) so the LLM can be swapped without rewriting the agents, a deterministic orchestration engine with state management and error recovery (LangGraph), and a framework for long-running tasks that require planning and sub-agents (DeepAgents). The harness also routes inference according to data classification, manages tokens and costs at scale, and provides end-to-end observability to audit every decision an agent makes. The infrastructure is deployed as code with Terraform.

3 consultants in the lead, drawing on the client’s resources. This engagement is not staff augmentation. Three Nobori Partners consultants take the lead on the program and draw on the client’s resources to move fast: internal teams, existing infrastructure, CI/CD pipelines. Nobori does not rebuild in parallel: it leads, makes the calls and accelerates using what is already there. The executive committee tracks progress directly. This is not an IT project buried in a backlog; it is a strategic priority governed at the right level.

The platform MVP is delivered: an equivalent of Claude Cowork with no vendor lock-in, integrated into the client’s sensitive environment. The 100+ use cases now feed the roadmap. The potential productivity gains run to thousands of person-days, in services delivered to customers as well as in internal productivity.