10x data. 10x skill. 10x niche.
The data exists. The knowledge exists. The need is specific. We build tools that synthesize overlooked data, accelerate mastery through structure, and solve narrow problems with surgical precision.
The data is there.
Nobody’s connecting it.
Every domain is drowning in information—books, podcasts, field data, APIs, public records. But it sits in silos. Nobody synthesizes it. The tools are generic. The skill paths are invisible.
The result: people plateau because they can’t see what to work on next. They miss opportunities because the data is scattered across 17 sources. They use bloated platforms when they need a scalpel.
We build the opposite: tools that harness the data nobody else combines, structure knowledge into walkable skill paths, and solve very specific problems with very specific products.
Three multipliers
10x Data
The data already exists — public APIs, geo datasets, market feeds, community signals. Nobody combines it. We synthesize scattered sources into a single decision surface, so you see what everyone else misses.
10x Skill
Scaffolded mastery. Extract knowledge graphs from raw content — books, transcripts, field notes. Map what correct and incorrect look like at every level. Make the path from novice to expert visible and walkable.
10x Niche
Not platforms — surgical instruments. Hyper-specific tools for hyper-specific needs. One job, done better than anything general-purpose could. The user walks away knowing what to do, not just seeing data.
The thesis in practice
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.
Sports Dashboard
Three independent models converge on a single picks page.
Mastery Graph
Domain-agnostic knowledge graph extraction from books and transcripts.
ToolPulse
Harbor Freight price tracker that reveals real deals from fake ones.
Options Edge Finder
GARCH volatility forecasting versus implied volatility to find mispriced options.