Artificial Intelligence for Websites: Choose a Task You Can Test

A useful first AI project has a narrow job and an observable failure. Drafting a product comparison from approved specifications is easier to test than giving a chatbot permission to answer every customer question or alter orders.

Define the input, output, and boundary

List the sources the system may use and what should happen when those sources lack an answer. For a returns assistant, a policy lookup and an actual refund are separate actions. Keep account changes behind ordinary authentication and approval controls. Tell users how to reach a person.

Evaluate with cases from real work

Prepare representative questions, ambiguous wording, outdated information, and deliberately misleading instructions embedded in supplied material. Have a reviewer score factual accuracy, source support, usefulness, and the ability to decline an unsupported request. Retain examples of failures for the next version.

Compare the complete cost of the workflow

Count verification, corrections, latency, and support time as well as generation cost. For editorial tasks, fact-check claims, attributed quotes, titles, and image descriptions before publication. Google emphasizes the value of the finished content rather than rewarding volume. Google’s guidance on generative AI content.

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