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AI

Three Frameworks That Go Beyond GCSE

Keep using GCSE, Goal, Context, Source, Expectation, from Copilot Basics. This lesson adds three frameworks for what GCSE does not cover: structured perspective, complex reasoning, and creative range.

Lesson 2

GCSE plus role, reasoning, and range.

Frameworks beyond GCSE

Role + task+ output formatChain of thoughtShow reasoningVariationsConstraints + options
Role + task + format, chain-of-thought reasoning, constraints with variations.

Core principles

  1. Role + Task + Format: "Act as [role]. [Task]. [Format].", role shapes tone, vocabulary, and emphasis (skeptical executive vs plain-language editor).
  2. Chain of thought: ask the model to reason step by step before the answer, best for analysis, decisions, and when reasoning matters as much as the conclusion.
  3. Constraints + variations: specify what must be true, then ask for multiple options (e.g. three subject lines, three opening paragraphs), compare and combine.
  4. Iteration is the lesson, bad outputs are curriculum, not failure.

Prerequisite: Copilot Basics: GCSE prompting

Check yourself

When is chain-of-thought prompting most useful?

Do this in Copilot

Run the Role + Task + Format prompt on a real proposal or deck you are working on.

Paste this into Copilot Chat and work through it before moving on.

Role + Task + Format

Act as a skeptical executive who has heard many AI pitches. Review this proposal and give me the three questions you would ask in the room. Be direct.
Open Copilot →
  • Role + task + format
  • Chain of thought
  • Chain of thought: Before recommending an approach, list the assumptions you are making, then evaluate each, then give your recommendation.
  • Constraints + variations: Write five subject lines for this email. Constraints: under 8 words, no exclamation marks, audience is senior leaders. Give me a range, professional, conversational, urgent.

Did you run this in Copilot? Mark complete when you have tried it.

Next lesson: Advanced techniques for real work →