Certification Standards
DAICert™ Certification Framework
Rigorous, transparent standards ensuring AI systems are reproducible, auditable, and compliant.
Core Certification Principles
Deterministic Reproducibility
Same input must produce identical output across all executions, environments, and time periods.
Complete Auditability
Every request, response, and decision must be logged, traceable, and replayable for regulatory review.
Regulatory Compliance
Alignment with NIST AI RMF, EU AI Act, SOC2, ISO 42001, HIPAA, and industry-specific regulations.
Technical Requirements
Schema Validation
- 100% adherence to declared JSON, SQL, YAML, or custom schemas
- Type safety validation across all output fields
- Required field enforcement with no optional hallucinations
Repeatability Testing
- Minimum 1000 identical runs with identical inputs
- 99.99% consistency requirement (max 1 deviation per 10,000 runs)
- Cross-hardware validation (CPU, GPU, TPU environments)
Security & Privacy
- End-to-end encryption for all data in transit and at rest
- Data residency compliance with regional regulations
- PII handling and GDPR/CCPA compliance verification
Certification Levels
Bronze
Basic Certification
- Schema compliance
- Basic repeatability (100 runs)
- Single environment testing
POPULAR
Silver
Standard Certification
- All Bronze requirements
- Extended repeatability (1000 runs)
- Cross-environment testing
- Audit logging
Gold
Enterprise Certification
- All Silver requirements
- Maximum repeatability (10,000 runs)
- Multi-cloud validation
- Full regulatory compliance
- Dedicated support
Regulatory Alignment
NIST AI RMF
EU AI Act
SOC 2
ISO 42001
HIPAA
GDPR
CCPA
FDA 21 CFR Part 11
