Lightbeam Data Identity Graph vs Modelyo Confidential AI: side-by-side comparison (2026)
Lightbeam Data Identity Graph is a commercial data security posture management solution by Lightbeam. Modelyo Confidential AI is a commercial confidential computing solution by Modelyo. Features, integrations, deployment and the company behind each one, side by side.
AI-powered data identity graph linking sensitive data to identities & access
Confidential computing platform for running AI on encrypted, geo-bound, attested data
Side-by-side comparison
Feature
Lightbeam Data Identity Graph
Modelyo Confidential AI
Pricing model
Commercial
Commercial
Category
Data Security Posture Management
Confidential Computing
Deployment and fit
Deployment type
Hybrid
Hybrid
Company size fit
SMB, Mid-Market, Enterprise
Mid-Market, Enterprise
Company
Company
Lightbeam
Modelyo
Use cases and capabilities
Natural Language Processing
Yes
No
Encryption
No
Yes
Generative AI
No
Yes
RAG Security
No
Yes
Agentic AI Security
No
Yes
Hardware Security
No
Yes
Isolation
No
Yes
Multi Tenancy
No
Yes
Key Management
No
Yes
Verification
No
Yes
Sensitive Data
No
Yes
Core features
10 features listed
9 features listed
Integrations
2 integrations listed
9 integrations listed
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