Browse guides

AI Glossary articles

162
AI Agents & Automation

Workflow Automation

Workflow automation is the deterministic cousin of agents: you specify the steps and the model handles the parts that need judgement. It covers the large majority of business use cases and is more reliable and cheaper than an agent deciding for itself. Use an agent when the path genuinely varies; otherwise use a workflow. In practice: Email arrives → extract fields → classify → route → draft reply → hold for approval. ...

Prompting

Zero-Shot Prompting

Zero-shot relies on the model already knowing the task from pretraining. It works well for common tasks and degrades when the output format is unusual or the task is idiosyncratic to your business. It is the right first attempt because it is the cheapest. In practice: ‘Classify this review as positive, negative, or neutral.’