Connect data. Add meaning. Drive decisions.
Turn enterprise data into decisions with ontology-grounded AI.
Even if your data is connected, AI still does not understand its context.
Enterprise systems store facts, but they do not capture business meaning, relationships or decision context.
Data lives across CRM, ERP, databases, files and APIs.
Field names and dashboards do not explain business context.
LLMs without ontology guess, hallucinate or return unverifiable answers.
The problem is not the model. The problem is missing context.
NEXION ontology adds the missing semantic layer.
NEXION connects business objects, margins, funnels, promotions, customers and provenance into one semantic model your AI can reason over.
Proof of depth
Business objects
Customers, products, orders, assets and documents modelled as first-class entities.
Relations & context
Ownership, time, location and cross-system links that carry business meaning.
Identity & resolution
Entity resolution into a single Customer 360 and Product 360.
Confidence & provenance
Source attribution, measured versus estimated, and full audit lineage.
Query & traversal
Graph query, timelines and why-explanations behind every answer.
NEXION turns company data into the operating layer for decisions, automation and agents.
VALERION — the intelligence agent over your ontology.
An always-on analyst that asks, reasons and answers over NEXION — grounded in your data, honest by design.
Ask & understand
Natural language in Polish and English, mapped to your business model.
Tools & functions
Graph queries, counts and business-impact calculations over the ontology.
Aggregate & reason
Segments, periods, trends and cross-system fusion in one view.
Ground & verify
Source citation and number validation — no source, no answer.
Answer & act
Structured answers with confidence bands and human-in-the-loop task delegation.
Human-in-the-loop
The agent recommends; people decide and approve.
Grounded answers
Every number is read from the graph and cited to source.
Honest by design
No data means an honest no answer, never a guess.
Auditable & governed
Full lineage, roles and audit on every query.
VALERION does not just answer questions — it turns your ontology into decisions.
Not another dashboard — an AI operating layer.
Three layers working as one: the ontology that understands your data, the agent that reasons over it, and the platform that turns answers into governed action.
NEXION
ontology engineThe semantic layer. Connects business objects, relations and provenance into one living model of your company.
- Business objects, relations and identity
- Customer 360 and Product 360
- Confidence, provenance and audit lineage
- Graph query and traversal
VALERION
intelligence agentThe reasoning layer. An always-on analyst that answers in natural language and grounds every number in your data.
- Natural language, PL & EN
- Tools and functions over the graph
- Grounded, source-cited answers
- Confidence bands and no-source-no-answer
AURELIAN
operating layerThe platform layer. Hosts decision workflows and agents with the governance an enterprise requires.
- Hosting for decision workflows
- Governance, RBAC and approvals
- Full audit and observability
- Human-in-the-loop orchestration
Runs in your environment
Your infrastructure
Deploy on-premise inside your own perimeter.
Approved cloud
Secure European regions on GCP (EU).
Local LLMs
Run local models when data cannot leave the building.
The value is not another dashboard — it is an AI operating layer that understands company data and turns it into actions.
One ontology. Many business decisions.
Revenue & Growth
- Margin quality
- Channel quality
- Promotion effectiveness
- Product ranking
- Pricing what-if
Customer & CRM
- Customer 360
- Next-best-action
- Churn signals
- Personal recommendations
Risk & Integrity
- Fraud rings
- Return abuse
- Shared identifiers
- A lead, not a verdict
Operations & Inventory
- Inventory exposure
- Replenishment
- Funnel bottlenecks
- Source-backed reporting
Once AI understands company data, every business process can become queryable, explainable and automatable.
90-day pilot on your enterprise data.
One business domain. One ontology. One working AI decision layer.
What we build
- NDA and secure data access
- Data workshops and ontology mapping
- Selected high-value use cases
- NEXION graph on your data
- VALERION chat for approved workflows
How we deliver
Data review & use-case selection
Ontology & connectors
VALERION tools & answers
Testing & tuning
Review & rollout plan
What you get
- A working ontology on real data
- An AI analyst over your business
- Decision workflows with sources
- Human-approved recommendations
- A roadmap for agents & automation
In 90 days, one high-value business problem becomes a working AI decision layer on real company data.
Let's turn your enterprise data into decisions.
Start a 90-day pilot on one business domain — or ask us anything about the platform.