WikiSure™
BetaFind Semantic Drift Before Your AI Does
Organizations often assume that teams, systems and AI use the same business terminology. In reality, the same terms frequently carry different meanings across departments, applications, APIs and documentation.
This creates semantic drift.
Humans often compensate for these inconsistencies. AI systems cannot.
WikiSure helps organizations discover semantic drift before it impacts reporting, automation, interoperability and AI outcomes.
Workflow
Inputs
- WikiSure™Discovery↓
- Semantic Drift ReportFindings↓
- WikiSure™Governance↓
- Governed MeaningTrusted AI
Why Semantic Drift Matters
Inconsistent meaning becomes operational risk.
Conflicting Definitions
The same term may mean different things across departments.
AI Misalignment
AI systems can produce inconsistent outputs when meanings differ.
Reporting Inconsistency
Metrics and business concepts may not be interpreted consistently.
Governance Challenges
Organizations struggle to govern what is not clearly defined.
Try the Mock Upload
Select up to five file types to preview the flow.
This is a non-functional preview. No files are uploaded or processed.
Supported file types
0 / 5 selected
How the MVP Works
Six steps from raw inputs to governed meaning.
- 1
Upload Files
Upload up to five files.
Excel · PDF · Word · CSV · JSON · OpenAPI
- 2
Extract Concepts
WikiSure identifies business terms and definitions.
- 3
Compare Meaning
Definitions are compared across sources.
- 4
Detect Drift
Semantic inconsistencies are identified.
- 5
Generate Report
Alignment scores and conflict summaries are generated.
- 6
Prepare Governance
Suggested canonical definitions are prepared for WikiSure.
Example Semantic Drift Report
A preview of what WikiSure produces.
Semantic Alignment Score
64%
AI Risk
Medium
Governance Readiness
42%
Detected Conflict
Customer
Sales Definition
An organization with an active opportunity.
Finance Definition
An entity generating recognized revenue.
Support Definition
An account with an active service relationship.
Assessment
The term is shared but interpreted differently across business functions.
Recommended Action
Create an enterprise-level canonical definition and govern domain-specific qualifiers.
MVP Capabilities
Metadata-First Analysis
Metadata-First AnalysisWikiSure is designed to analyze terminology, definitions and metadata rather than operational records.
Users should avoid uploading personal information or sensitive customer data during beta testing.
Uploaded files are treated as confidential and used only for the requested analysis.
WikiSure focuses on meaning, not personal data.
Roadmap
Phase 1
File Upload & Semantic Drift Detection
Phase 2
SharePoint, Confluence and API Connectors
Phase 3
Governance Recommendations
Phase 4
WikiSure Integration & Semantic Resolver
Discover Before You Govern
WikiSure helps organizations discover semantic drift.
WikiSure helps organizations govern meaning.