A Python GitHub project comparing a plain LLM chatbot, rule-based workflow, and tool-using AI agent for answering college course-fee questions. Includes course-fee lookup and calculator tools using Groq and the OpenAI SDK.
Prices and medians update for the tier you select.
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AI Fluency · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
AI Fluency doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
5th pctile
3 competing vendors
Comparable listings · 30d
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Platforms · Pro median
$23.49/mo
3 priced · —–— mid 50%
Price spectrum · Pro plans · 7 of 8 providers priced · log scale · $16.99 → $499/mo
Agents MCP servers Platforms◻ shaded = middle 50% · line = median (all types)AI Fluency has no comparable Pro price — not plotted
Products in this market
Ranked by how closely each one matches AI Fluency's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.
Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.