Ontology & Knowledge Architecture
AI should not reason. You should.
Stop outsourcing your business logic to unpredictable LLMs. We act as your Principal Knowledge Architects, designing the structured data models required to force deterministic behavior in high-stakes environments.
Instead of letting an AI guess the answers, we structure your knowledge so the LLM acts only as a presentation layer for guaranteed facts. This eliminates hallucinations while drastically simplifying your internal data science workflows.
How it works
A straightforward process.
Viability & Audit
We analyze your current AI goals and data pipelines to determine if a formal semantic architecture is the right path, or if standard databases are enough.
Ontology Engineering & Digitization
We digitize your core domain knowledge into a formal ontology. By turning human rules into structured data, we cut out endless data cleaning for your data science team, and guarantee that your GenAI acts only as a presentation layer for the truth.
Handoff & Oversight
You receive the exact data foundations required to integrate AI safely. We then remain available in an advisory role to ensure your internal developers execute the logic flawlessly without burning budget on massive LLM queries.
A structured path to governed, transparent AI.
Bring total transparency to your AI tools. From an initial viability audit to enterprise oversight, our engagements scale with your technical readiness.
Discovery & Audit
Architecture Viability Assessment
Not sure if you need a complex ontology? We analyze a single workflow or AI use-case to determine if semantic architecture is the right path, or if a standard database is enough.
- 4-hour remote architecture interview
- Audit of one specific data pipeline
- Ontology vs. standard database analysis
- Formal Go/No-Go architecture report
Design Phase
Knowledge Digitization Blueprint
Perfect for companies ready to integrate AI or struggling with unpredictable RAG pipelines. We map your core business process and deliver a formal ontology design that forces deterministic behavior in high-stakes environments.
- Targeted stakeholder workshops (on-site or remote)
- Technology-agnostic ontology blueprint
- Optimized schemas for data science workflows
- Deterministic AI integration roadmap
Handoff & Oversight
Implementation Advisory
Ensure your implementation stays true to the deterministic logic. We remain available as your Principal Architects, providing ongoing code and schema reviews—available as a flexible retainer or milestone-based audits.
- Fractional Principal Architect role
- Code, pipeline, and schema reviews
- Ongoing ontology expansion & updates
- Direct advisory access for your lead developers
* All prices are listed excluding VAT (HT). For engagements requiring on-site presence, travel and accommodation expenses are billed separately at cost.
Not sure where to start, or have a question?
Send us a brief email about your business domain or your current challenges. We will review it and let you know if we can help, or how you should approach the problem. No pressure, no generic consulting.