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Data, retrieval, evaluation and operations

The infrastructure behind reliable AI products

Explore RAG, vector databases, inference, model serving, observability, evaluation, GPUs, and production AI systems.

A capable model is only one part of an AI product. These guides explain how teams retrieve knowledge, manage embeddings, serve models, evaluate quality, monitor production behavior, control cost, and operate systems as models and data change.

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Popular AI Infrastructure questions

Ten useful starting points, ranked by reader interest.

  1. 01How Much Water Does AI Use per Prompt?
  2. 02What Is the Best SOC for AI Projects?
  3. 03How Much Water Does an AI Data Center Use per Day?
  4. 04How Much Energy Does AI Use?
  5. 05What Is an AI Data Center?
  6. 06How Much Water Does AI Use?

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Latest questions

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  1. How Much Water Does AI Use per Prompt?Learn why estimates of AI water use per prompt vary and what factors—such as model size, data-center cooling, location, and electricity source—affect the calculation.Aug 17, 2026
  2. What Is the Best SOC for AI Projects?Compare SOC options for AI projects by security coverage, AI workload support, scalability, compliance, and cost to identify the right fit for your needs.Aug 17, 2026
  3. How Much Water Does an AI Data Center Use per Day?Learn how much water AI data centers may consume each day and why usage varies by facility size, cooling system, climate, and computing workload.Aug 17, 2026
  4. How Much Energy Does AI Use?Learn how much electricity AI models consume, how usage varies by task and model, and what AI energy consumption means for emissions and data-center demand.Aug 17, 2026
  5. What Is an AI Data Center?Learn what an AI data center is, how it differs from a traditional data center, and which specialized computing, networking, cooling, and power systems it uses.Aug 17, 2026
  6. How Much Water Does AI Use?Learn how AI data centers use water for cooling, what usage estimates measure, and why consumption varies by model, location, and electricity source.Aug 17, 2026