One Graph. Every Model. Human or Agent.
VectorOWL is the neuro-symbolic MBSE substrate that unites OWL reasoning and vector retrieval in one governed graph—so engineers, CI, and AI agents reason from the same structure, not parallel truths.
The problem
When systems are tangled, risk is invisible
Cascading failures
One upstream change breaks downstream assumptions—and nobody sees it until integration.
Review bottlenecks
Traceability lives in slide decks and chat logs, not versioned structure engineers can diff.
Black-box decisions
AI agents draft code against stale or missing context—no URI, no log, no traceability.
The solution
One graph. Three layers. Governed by default.
Graph
OWL reasoning gives your system formal, provable structure that survives scale and turnover.
Learn more →Vector
Semantic retrieval over simulations, telemetry, and documents—ranked by meaning, not keywords.
Learn more →Protocol
Model Context Protocol integration lets AI agents query the same graph humans review—no stale context, no silent drift.
Learn more →How it works
From model to deployment in three steps
Model in OWL
Assert structure, requirements, and relationships in a versioned ontology your team reviews like code.
Query with vectors + logic
Blend symbolic reasoning and semantic retrieval to find similar designs, anomalies, and gaps.
Deploy with validation
Consistency checks gate every release. Mismatches flag review—no silent drift into production.
What we do
Requirements-driven engineering, from spec to system
Complex System Modeling
Formal OWL ontologies capture structure, behavior, and interfaces across domains—so your model survives team churn.
Natural Language Generated Requirements
Natural-language graph queries turn unstructured docs, chats, and specs into traceable, versioned requirements linked to your system model.
Spec Driven Design
Requirements drive the architecture. Every change propagates through constraints, impact analysis, and validation gates.
Feedback Driven Engineering
Live topology health and requirement coverage close the loop between design intent and runtime reality.
Built for engineers
Graph DAG queries, natural language, and model-based requirements
Framework
VectorOWL Architecture
┌─────────────────────────────────────────────────────────────┐
│ CAD / CAE / PLM Tools │
│ (CATIA, Ansys, MATLAB, custom) │
└──────────────────────┴──────────────────────────────────────┘
│ Model Context Protocol
▼
┌─────────────────────────────────────────────────────────────┐
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
│ │ Ontology │ │ Vector │ │ Protocol │ │
│ │ Layer │ │ Layer │ │ Layer │ │
│ │ OWL / RDF │ │ HNSW │ │ Evaluator │ │
│ │ OWL/RDF │ │ Embeddings │ │ Constraints│ │
│ └─────────────┘ └─────────────┘ └─────────────┘ │
│ \ │ / │
│ \ │ / │
│ ▼ ▼ ▼ │
│ ┌─────────────────────────────┐ │
│ │ NL Model-Based Requirements │ │
│ │ a * Symbolic + (1-a) * │ │
│ │ Vector Similarity │ │
│ └─────────────────────────────┘ │
│ │ │
│ ▼ │
│ ┌─────────────────────────────┐ │
│ │ IdentityRegistry + DAG │ │
│ │ ContextUpdate Events │ │
│ └─────────────────────────────┘ │
└─────────────────────────┴───────────────────────────────────┘
│ HTTP / stdio
▼
┌─────────────────────────────────────────────────────────────┐
│ MCP Hosts (Claude, Cursor, etc.) │
└─────────────────────────────────────────────────────────────┘The VectorOWL repository is currently private while we prepare the public release. You can get early access today by becoming a GitHub Sponsor — sponsors receive a hosted instance, priority support, and direct input on the roadmap. Source code access requires Enterprise.
Use cases
Built for safety-critical domains
Aerospace
Reuse past wing configurations by semantic similarity while validation checks enforce FAA structural margins. No design ships without proof.
Automotive
Embed fleet telemetry into the vector space. Anomalies near known failure modes trigger alerts before failure, not after.
Infrastructure
Model dependencies as a governed graph. When upstream constraints shift, see exactly which nodes and teams are impacted.
Pricing
Scale from prototype to production
Get early access
Start building with VectorOWL
Join the early access program. We'll reach out within 24 hours with next steps.