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Use a fixed LLM workflow when the path is known. Build an AI agent when judgment, brittle rules, or unstructured inputs make a hardcoded path fail.

Score your first AI agent pilot on outcomes, tool paths, cost, safety, and business impact—then decide whether to scale, fix the path, or pause.