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AI Engagement Analysis

How are you actually using AI? Submit a conversation and get a detailed breakdown of your engagement across 8 modes and 3 tiers. The tiers are groupings, not a ranking: any of the eight can be the right move depending on the task, the stakes, and what you kept hold of.

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What this tool measures

The full framework →

This analysis classifies each of your messages into one of eight engagement modes, grouped into three tiers. The eight modes are the Behaviors layer of the AI Engagement Model — see The Framework for the mechanism beneath them, the principles and dispositions that shape them, and how fluency develops over time.

Agency

Driving the conversation with your own thinking; AI supports, you lead.
5Verification Agent6Creative Expander7Critical Challenger8Problem Setter

Partnership

Working alongside AI as a thought partner, building understanding together.
3Tutor4Collaborative Problem-Solver

Passivity

Taking the output and moving on. Often exactly right for a settled question, and a problem mainly when it becomes the default.
1Oracle2Production Assistant

How It Works

  1. Paste your AI conversation text, provide a share link, or upload a file.
  2. Our analysis engine classifies each of your messages into one of the 8 engagement modes.
  3. You receive a score, a tier breakdown, and personalized feedback on your engagement patterns.
  4. Create an account to track how your engagement evolves over time.