Define Success Upfront

Before implementing AI solutions, define success upfront: “I insist on quantifiable metrics like time savings, quality improvements, or revenue increases. If we can’t measure it, we can’t prove it worked. This prevents scope creep and ensures we’re solving real problems, not just building cool technology. AI isn’t always the answer, but when it is, we know exactly why we’re using it and what success looks like.” -Claudia Ng in Toward Data Science