01
Enterprise Ontology Modeling
We formalize fragmented SOPs, domain taxonomy, and operational decision logic into structured semantic graphs—giving LLM systems a deterministic foundation for reasoning.
KNOWLEDGE, FORMALIZED
Gwacheon, Republic of Korea · Enterprise Ontology & Agent Engineering
Enterprise knowledge,
shaped into AI.
Hanonto AI engineers domain ontologies and stateful mentor agents that transform complex institutional expertise into reliable, auditable intelligence.
Get in Touch · junho@hanonto.devStructured knowledge. Purpose-built intelligence.
FROM KNOWLEDGE TO ACTION↗
Grounded by design01 — 03
KNOWLEDGE → STRUCTURE → INTELLIGENCEExplore our practice
01 / OUR PRACTICE
A foundation for
intelligence that works.
From the structure of your knowledge to the behavior of your agents. Engineered as one coherent system.
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Executive & Workplace Mentor Agents
Purpose-built coaching agents grounded in proven management and case-method frameworks. Designed for structured Socratic inquiry, decision reflection, and capability building rather than generic chat.
EXPERTISE, ACTIVATED
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Bespoke Multi-Agent Workflows
End-to-end architecture of macro-state machines and bounded ReAct loops tailored to enterprise knowledge retrieval, governance boundaries, and production reliability.
COMPLEXITY, ORCHESTRATED
02 / ENGINEERING APPROACH
Deliberate by design.
Reliable in practice.
Knowledge provides the foundation.
Architecture gives it direction.
Evaluation makes it accountable.
Knowledge Structuring
Extract entities, constraints, and causal rules from real organizational workflows.
Persona & State Design
Separate macro-dialogue state transitions from domain reasoning to prevent prompt drift.
Empirical Evaluation
Benchmark multi-turn dialogue quality against real-world edge cases before deployment.
03 / START A CONVERSATION
Your expertise.
Its next expression.
Let’s shape the intelligence
your organization needs.