About
SemanticGaps
AI-native intelligence firm. Topological methods for complex domains.
SemanticGaps is an AI-native intelligence firm that applies topological mathematics to complex domains.
We work with organizations navigating information-dense landscapes: competitive markets, regulatory environments, technology ecosystems. Where traditional analysis produces noise instead of signal, our methods find structural patterns that statistical approaches miss entirely.
Our core techniques (persistent homology, geometric embeddings, Morse theory) are computationally irreducible. There is no manual version of this analysis. The mathematics only exists at computational scale, which means our intelligence products have software economics, not consulting economics.
Founded in Austin, TX. Operating worldwide.
What we do
We build topological pipelines that ingest domain corpora and extract structural features: how information clusters, where gaps exist between clusters, and which positions are structurally defensible.
The output is intelligence: syndicated research reports, competitive landscape maps, and strategic analysis, produced in days rather than quarters.
For clients, this means faster, deeper insight into domains where complexity has historically been a barrier. For partners, it means a methodology with a mathematical moat and margins that scale with compute, not headcount.
Approach
Topology
We compute persistent homology over high-dimensional embedding spaces to identify stable structural features in how information organizes. Clusters, voids, and bridges emerge from the mathematics, not from analyst intuition.
Semantics
Domain knowledge is encoded geometrically. Competitive landscapes become manifolds. Regulatory patterns become filtration sequences. Semantic gaps become topological voids with measurable persistence.
Production systems
These frameworks run as production pipelines, not research prototypes. Continuous ingestion, automated topological computation, structured intelligence outputs. The methodology is the platform.