Rhetorical Analysis

How it works

Rhetorical Analysis applies the classical framework of rhetoric — developed by Aristotle and still taught in every college composition course — to AI-generated responses. After the primary models deliver their answers, the selected analysis model examines each one as a persuasive artifact, asking not just 'Is this correct?' but 'How is this trying to convince me?'. It evaluates three core dimensions:

• Ethos — Credibility: Does the response cite authoritative sources, use confident expert language, or acknowledge its own limitations to build trust?
• Pathos — Emotion: Does the response use emotionally resonant language, vivid examples, or narrative framing to create engagement or urgency?
• Logos — Logic: Does the response rely on evidence, structured reasoning, statistics, or logical argument to build its case?
• Rhetorical Situation: Who is the intended audience, what is the apparent purpose, and how well-timed is the response (kairos)?
• Overall Persuasion Score: A balance assessment showing which appeals dominate, where the response is weakest, and specific suggestions for improvement

When to use it

• Evaluating persuasive content — ads, political statements, sales pitches, motivational texts
• Understanding how different AIs are designed to influence you (media literacy)
• Education: AP Language, college composition, debate prep, argument analysis
• Business: reviewing AI-generated marketing copy or pitch decks for persuasive strength
• Legal and journalism: analyzing rhetoric in briefs, public statements, or news coverage
• Improving your own writing — use the weakness flags and improvement suggestions as a writing coach

This mode organizes model output for review. Its conclusions still require appropriate source checking and human judgment.