Copilot as a Review and Quality Assurance Partner By the end of this lesson, students should be able to: The vague feedback problem. "Review this and tell me if it's good" produces a generic response: surface-level praise, a few minor suggestions, and no deep critique. Copilot does not know what "good" means for your specific work product, audience, and purpose unless you define it. The solution: define quality criteria before asking for assessment. The criteria-first approach. Before requesting review, build a rubric: "I am going to ask you to review [work product]. Before you read it, here are the criteria it should meet: [list your criteria]. For each criterion, rate the work on a 1-5 scale and provide specific evidence from the document for your rating. Focus on where it falls short – I want improvement guidance, not reassurance." Building criteria from purpose. Criteria should come from the work product's purpose and audience: For a business proposal: For a report to senior leadership: Role-specific review perspectives. "Read this [document] as [specific role – e.g., 'a skeptical CFO reviewing a capital request']. From that role's perspective: what questions would you have that are not answered? What would you push back on? What is missing that you would expect to see?" When Copilot review is not enough. Copilot cannot apply: For high-stakes outputs in these areas, Copilot's review is a first pass – human expert review is required before the work is finalized. Enroll to continue this lesson. The preview above shows the lesson objectives and opening lesson content. Enroll to view the full lesson, complete the practice work, and take the lesson quiz.
Lesson 1: Criteria-First Review – Defining Quality Before Asking for Assessment
Lesson Objectives
Lesson Content
