Size for the use cases
Number of concurrent users, model size, volume of documents to index and expected response times determine the compute capacity needed. Oversizing is costly; undersizing undermines adoption.
Not just GPUs
Fast storage for indexes and documents, low-latency networking between nodes, adequate power and cooling, backup and monitoring. And security designed for new risks: access to models, protection of data used for retrieval, interaction logging.
A phased path
- Selection and prioritisation of use cases.
- Pilot on infrastructure sized for the first phase.
- Progressive scaling based on usage metrics.
- Operations and 24/7 security monitoring.
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