Curriculum-Gap Finder for Teachers
A dashboard for math teachers that scans a unit's problem sets and flags which problems are missing critical setup information — so the teacher can decide whether to add scaffolding or rewrite the question.
Middle and high school math teachers reviewing or assigning problem sets
- Bulk-uploads a chapter's word problems and reports a 'missing-fact rate' per topic
- Categorizes missing facts by type (rate, conversion, assumption) for targeted reteaching
- Compares textbook editions to flag which problems are cleanest for assessments
- Exports a 'student-ready' version of each problem with the missing fact rewritten in
MIRA-Math's framework gives teachers the first practical tool to measure how well-specified their own assignments actually are — something no textbook publisher currently provides.
Roundup articles for AI math teacher tools exist (Mathway, Wolfram, problem generators) but no search evidence of teachers specifically seeking problem-spec/ambiguity auditing — this is a feature, not a top-of-funnel pain point.AI Tools for Math Teachers: Problems, Assessment, and Explanation ↗AI Tools for Math Teachers: A Subject-Specific Guide ↗
MIRA-Math exists only as an academic benchmark (2,310 instances, 22 domains) with no commercial product; no competitor found that audits problem-set well-specifiedness — solvers/generators dominate the space.MIRA-Math: A Benchmark for Minimal Information Requesting and Mathematical Reasoning ↗MIRA-Math abstract ↗
Edtech consistently splits buyers between low-budget individual teachers and slow district procurement; tiered subscriptions work (Khan Academy model) but selling a single diagnostic feature is a hard sell without classroom outcomes data.Edtech pricing and monetization strategies: From Idea to Profit ↗How to Set EdTech Pricing That Maximizes ROI? ↗
Curriculum standards are durable and textbook problems persist for decades, but LLM-based auditing can be replicated by any well-funded rival (OpenAI, Khan Academy, textbook publishers) within 1-2 years.EdTech Pricing Models: Monetizing Education Technology Effectively ↗
MIRA-Math's published 2,310-instance dataset and diagnostic methodology give a concrete technical blueprint; wrapping an LLM API around it for teacher upload is straightforward, though prompt-design for diverse problem formats is real work.MIRA-Math: A Benchmark for Minimal Information Requesting and Mathematical Reasoning ↗