Practical guides

Start with the definition, then use the related guides to examine and test a business workflow.

• How do you test whether an AI system is deterministic?A practical protocol for fixed inputs, fresh executions, exact comparisons, exception tests and auditable AI workflow results.
• Is an LLM deterministic?Why identical prompts and temperature zero do not establish reproducibility, and what evidence to request from an inference system.
• What is deterministic AI?Define deterministic AI by the inputs, conditions and execution it covers, and distinguish repeatability from accuracy and audit evidence.