This research whitepaper presents a comprehensive study on operationalizing Rolls-Royce's Aletheia Framework v2.0 at runtime using IOA Core. Our implementation demonstrates 65%+ automated facet coverage, 37% bias reduction through multi-LLM consensus, and full alignment with ISO 42001 and NIST AI RMF standards.
Key Research Findings
Automated coverage of Aletheia's 74 ethical assessment facets
Through multi-LLM consensus and diverse model perspectives
Compared to traditional manual ethics assessments
Per-assessment cost vs manual review processes
Research Highlights
Multi-LLM Consensus Architecture
Orchestrates 6+ AI providers (OpenAI, Anthropic, Google, DeepSeek, xAI, Ollama) to reduce single-model bias and increase ethical assessment reliability.
Cryptographic Evidence Generation
Every ethics assessment produces tamper-evident evidence bundles with SHA256 signatures, enabling full audit trail reconstruction.
Empirical Domain Validation
Tested across healthcare (HIPAA), finance (SOX/AML), and legal (confidentiality) scenarios with real-world performance metrics.
- Comprehensive FAQ (15 entries) - Addresses technical/legal barriers, coverage limitations, and automation roadmap
- Empirical Example Scripts - Healthcare, finance, and legal scenario implementations with performance metrics
- Section 4.5: Facet Verification - Detailed analysis of human oversight requirements and verification workflows
- Section 6.5: Beyond 65% - Honest discussion of technical and legal barriers preventing full automation
- Enhanced Legal Notices - Updated research use policy and attribution requirements
Read the Full Whitepaper
Download the complete 23-page research publication (4,850+ words) with detailed methodology, results, comparative analysis, and comprehensive FAQ.
Experimental Status & Research Use Only
This integration is educational and research-only, not a commercial implementation. The Aletheia Framework integration does not guarantee compliance with any ethical standards or legal requirements. Currently operationalizes approximately 65% of assessment facets with experimental-grade characteristics.
Acceptable Use: Academic research, education, proof-of-concept demonstrations
Prohibited Use: Production systems, commercial applications, regulatory compliance, safety-critical systems
For complete legal terms, see the Ethics Integration Legal Disclaimer.
Attribution & License
Aletheia Framework v2.0 by Rolls-Royce Civil Aerospace
Licensed under CC BY-ND 4.0 (Creative Commons Attribution-NoDerivatives 4.0 International)
Original source: Rolls-Royce Aletheia Framework
IOA Core references Aletheia for educational alignment only and does not modify, distribute, or create derivative materials based on the Aletheia Framework. This research is provided for informational purposes to help engineering teams understand how IOA's runtime governance capabilities can complement established ethics assessment methodologies.