SPEED & CONCURRENT USAGE
Access, activity, and continuous load are different things.
A 50-person office does not necessarily produce 50 simultaneous AI workloads.
Many business users submit occasional questions throughout the day. At any moment, only a portion of the organization may be actively generating a response. Efficient scheduling and batching allow a professional workstation to support a larger user population than a simple one-user-per-device calculation would suggest.
What users experience
Capacity affects how quickly a response begins, how quickly it is generated, and how the system behaves during peak activity. As simultaneous work increases, requests may share available capacity or wait briefly in a managed queue.
Performance is a business choice
A workflow that can wait a few moments has a different infrastructure requirement from one that must return immediate interactive results throughout the day.
EMLI evaluates active generations, request length, workload type, peak periods, and acceptable response time before making a sizing recommendation.
PLAN THE EXPERIENCE
Balance user demand, response speed, and practical investment.
EMLI translates expected usage into a performance target and an appropriate deployment approach.
Discuss Performance