Tool 13 · All sessions · Cross

Home/Access tiers

What changes when access changes?

Compare the same classroom task across paid frontier tools, free limited tools, and unplugged or local alternatives.

Same prompt / task

Explain how a language model predicts the next token, then create one classroom activity that helps learners test the explanation.

Tier 1

Frontier paid

GPT-4o, Claude Sonnet, Gemini 1.5 Pro

What you can do

Generate polished explanations, compare revisions quickly, and ask for multiple activity formats in one sitting.

What is lost vs. tier above

This is the top tier in this comparison; the loss is not capability but openness, cost transparency, and reproducibility.

Who is excluded

Participants without paid accounts, approved payment methods, stable broadband, compatible devices, or permission to use commercial AI systems.

Tier 2

Free / limited

GPT-3.5, Claude Haiku free tier, limited Gemini

What you can do

Run basic explanations, collect first drafts, and compare prompt changes when usage limits do not interrupt the lesson.

What is lost vs. tier above

Less reliable reasoning, shorter context windows, lower availability, fewer multimodal features, and unpredictable rate limits.

Who is excluded

Participants without accounts, phone verification, consistent internet, district approval, or enough time to retry blocked requests.

Tier 3

Unplugged / local

No AI - pen + paper, the class, local/offline models

What you can do

Model prediction by hand, inspect examples prepared ahead of time, or use offline systems where available.

What is lost vs. tier above

Live generation, novelty on demand, fast comparison across many prompt versions, and the feeling of direct interaction with a model.

Who is excluded

Fewer people are excluded by accounts or cost, but some learners may lose access to assistive features, translation, or individualized pacing.

Exclusion notes