Make the skill path visible
Mastery Graph ingests books, podcast transcripts, and training notes to produce structured skill trees — with prerequisites, diagnostic branches, and progression paths from novice to expert.
Expertise is invisible
The path from novice to expert is locked inside the heads of masters, scattered across books, podcasts, and field notes. There's no map. You plateau because you can't see what to work on next.
What you do today:
- Reading 10 books on a topic and still not knowing the progression
- Watching hours of YouTube without a structured path
- Asking experts 'what should I learn next?' and getting vague answers
- Plateauing because you practice what's comfortable, not what's needed
Structured mastery from raw content
Extract knowledge graphs from any domain's raw content — books, transcripts, field notes. Map what correct and incorrect look like at every level.
Knowledge Graph Extraction
NLP pipeline turns unstructured content into structured skill nodes and edges.
Prerequisite Mapping
Every skill knows what comes before it and what it unlocks.
Diagnostic Branches
Identify where someone is stuck by mapping common error patterns.
Progression Visualization
See the full tree from foundation to mastery — and where you are on it.
Methodology
More from Imprevista
CritterScout
17 geospatial data sources synthesized into scored hunting locations.
GradeOptimizer
Canvas API data transformed into engagement drift detection.
GunDealAlerts
Reddit noise filtered into curated weekly deal digests.