WORKLOAD & CAPACITY
Headcount starts the conversation. Workload determines the system.
Two organizations of the same size can require very different infrastructure.
Knowledge search, classification, extraction, drafting, long-document analysis, voice interaction, and background automation place different demands on the system. Model size, context length, output length, document volume, and frequency of use all affect capacity.
Light and focused workflows
Short answers, structured extraction, classification, and intermittent knowledge search can often support a broad user community on a modest professional configuration.
Heavier sustained workflows
Long responses, large document contexts, continuous automation, image generation, or intensive simultaneous activity may justify additional compute or separated workloads.
EMLI begins with the business workflow and expected experience, then recommends an infrastructure starting point with room to grow.
SIZE FOR THE WORK
Match capacity to the experience your organization needs.
EMLI evaluates workflow, model requirements, active usage, and growth before recommending a starting configuration.
Assess Your Workload