Market around Shumo Expert

An educational math-modeling guidance agent for graduate students and instructors. It uses Bloom taxonomy, Socratic questioning, and a four-stage P-M-A-D process to guide modeling without solving problems or writing code for the user.

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Explore the market

Prices and medians update for the tier you select.

Compare at

Shumo Expert · Pro

No Pro plan

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Pro-provider median

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insufficient comparable pricing

vs Pro providers

No comparison

Shumo Expert doesn't sell Pro

ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.

Market density

5th pctile

2 competing vendors

Comparable listings · 30d

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Agents · Pro median

$61.13/mo

4 priced · $31.06–$186 mid 50%

MCP servers · Pro median

$10/mo

3 priced · $10–$17.5 mid 50%

Agents cost 6.1× MCP servers at the Pro tier.

Price spectrum · Pro plans · 5 of 5 providers priced · log scale · $1.99 → $499/mo

Agents MCP servers◻ shaded = middle 50% · line = median (all types)Shumo Expert has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches Shumo Expert's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

OOther2Ranked by similarity

Shumo Expertthis listing

AAgents2Ranked by similarity

Math Modeling Trainer

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.