The Analytical AI Handbook: When AI Decides, Not Creates

Sutro's handbook distinguishes analytical AI—where models make decisions on unstructured data—from generative AI. It argues that analytical tasks are measurable, discriminative, and often batch-processed, enabling smaller, cheaper models. The guide covers primitives (classifiers, extractors, judges), patterns, architectures, and deployment, targeting data, ML, and operations teams.

Put simply: if the AI’s job is to decide something, rather than create something, it’s analytical AI.

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2026-08-28