Ontology and Data Mapping
Make Sense of Your Data
Build semantic models that reflect how your business works. linking systems, departments, and decisions with unified understanding.
Why Ontology and Data Mapping
Your data only creates value when it is understood the same way across teams. A shared language makes knowledge findable, usable, and trustworthy.
How ShamsAI helps
- Design domain ontologies that mirror your products, processes, and outcomes
- Harmonize data definitions and align terminology across systems
- Connect entities across regulatory, safety, quality, and commercial
- Establish governance for naming, versioning, and reuse
- Enable discovery and reasoning for analytics, copilots, and automation
Business Outcomes
Create a trusted data foundation across functions.
- Accelerate evidence generation with consistent entities and definitions
- Improve submission quality with aligned sources and vocabularies
- Reduce rework by standardizing endpoints and trial attributes
- Link safety, clinical, and real world data for faster signal detection
- Strengthen auditability with clear provenance and governance
Use Cases
- Data harmonization across studies and systems
- Submission preparation with structured content
- Signal detection across unstructured and structured sources
- Knowledge discovery for medical and commercial teams
- Labeling and change impact analysis
Benefits
- Single source of meaning for teams and systems
- Faster, more confident decisions with clear context
- Lower compliance and submission risk
- Interoperability across platforms and vendors
- Scalable base for copilots and advanced analytics
We will help you design an ontology that powers AI across your enterprise.