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ChatGPT as a Review and Quality Assurance Partner

Lesson 2: Logic, Consistency, and Completeness Checking

Lesson Objectives

By the end of this lesson, students should be able to:

  • Test logical soundness of arguments using ChatGPT
  • Identify internal contradictions and consistency gaps in documents
  • Check for completeness against expected content standards
  • Use the "steelman the opposition" completeness check for persuasive documents

Lesson Content

Why self-review misses logic errors.

When you review your own work, you read what you meant to write – filling in missing steps and assuming premises you did not state. ChatGPT reads what is actually written – exposing gaps that self-review consistently misses.

Logic testing.

"Read this argument and test its logical soundness: [paste]. (1) What are the premises being taken as given? (2) Does the conclusion follow from these premises, or are there logical gaps? (3) Is there circular reasoning, false dichotomy, or assumption-as-conclusion? (4) What evidence would be needed to fully support the conclusion that is missing?"

Consistency checking.

"Read this document for internal consistency: (1) Does it contradict itself anywhere? (2) Is the framing in the introduction consistent with the conclusions? (3) Are specific facts or figures used consistently, or do any appear with different values in different sections?"

Inconsistency is especially common in long documents developed over time.

Completeness checking.

"Given the stated purpose [describe] and audience [describe], what important elements does this document seem to be missing? What would a reader with expertise in this area expect to see that is not here?"

The "steelman the opposition" completeness check.

"If someone wanted to argue against this document's central conclusion, what is the strongest argument they could make using evidence I have not addressed? What would a knowledgeable skeptic say I left out?"

Completeness in persuasion means addressing the strongest counterarguments.

Jamie Practice Lab

Before moving to the quiz, complete this short applied exercise:

  1. Write one realistic ChatGPT prompt that applies the main idea from Logic, Consistency, and Completeness Checking to your own work, learning, or daily life.
  2. Add one safety or verification step you would take before acting on ChatGPT's response.
  3. Revise the prompt once to include clearer context, constraints, or success criteria.

Instructor check: A strong answer should show practical use, human review, and awareness that ChatGPT output is assistance – not automatic truth or professional advice.

Added Quiz Enhancement

question_id: auto-enhancement-logic-consistency-and-completeness-checking-qjamie001 question_type: short_answer difficulty: applied question: Write one prompt you could use after this lesson, then name one verification or human-review step you would apply before relying on the result. correct_answer: Answers will vary; a strong answer includes a clear task, relevant context, at least one constraint or desired format, and a realistic verification or human-review step based on the stakes of the task. answer_explanation: This applied question checks whether the student can transfer the lesson into real use while maintaining responsible AI habits.

Lesson Quiz

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