Innovative AI Governance
C3AI: Crafting & Evaluating Constitutions for Constitutional AI
Discover how C3AI revolutionizes AI alignment by providing a structured framework for crafting and evaluating effective AI constitutions, reducing reliance on extensive human annotation.
Executive Impact: Key Findings
Our C3AI framework delivers measurable improvements in AI alignment and operational efficiency for enterprises.
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More likely to match human preferences with positive framing
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Stronger alignment with conversational objectives (Ethics & Rights Factor)
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Reduction in principles needed for effective constitution
Deep Analysis & Enterprise Applications
Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.
Framework Overview
Principle Framing
Model Evaluation
57.8%
Average Principle-Objective Alignment (Across Harmlessness, Helpfulness, General)
C3AI Constitution Crafting Process
Item Selection
→
Item Transformation
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Principle Selection
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Model Fine-tuning
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Model Evaluation
| Framing Type | Impact on Human Preference Alignment |
|---|---|
| Positive Framing (vs. Negative) |
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| Behavior-based Framing (vs. Trait-based) |
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86%
Strongest Alignment with Conversational Objectives (Ethics, Freedoms, Rights Factor)
| Benchmark | Anthropic CAI | Anthropic-EGA | Baseline |
|---|---|---|---|
| Jailbreak (↑) | 0.580 | 0.679 | 0.447 |
| Exaggerated Safety (↓) | 0.420 | 0.390 | 0.560 |
| Misuse (↑) | 0.700 | 0.688 | 0.493 |
| General Capability (MMLU, ↑) | 0.660 | 0.663 | 0.658 |
| Math Capability (GSM8K, ↑) | 0.492 | 0.484 | 0.460 |
Safety Alignment Success with EGA Selection
Our EGA-based principle selection method created an effective constitution using only 26% of the original principles (15 out of 58). The EGA-selected principles maintained strong performance on safety benchmarks while preserving reasoning and math capabilities.
This highlights the efficiency and effectiveness of structured principle curation for improved AI alignment without compromising core LLM functionalities.
Advanced ROI Calculator
Estimate your potential ROI by optimizing AI alignment with C3AI. Select your industry, team size, and average hourly rate to see the projected annual savings and reclaimed hours.
Estimated Annual Cost Savings
$0
Estimated Annual Hours Reclaimed
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Your Implementation Roadmap
Our proven roadmap ensures a smooth integration of C3AI principles into your enterprise AI initiatives.
Phase 1: Discovery & Principle Customization
Collaborate to identify and refine core principles tailored to your specific enterprise values and objectives. Leverage our psychometric methods for optimal selection.
Phase 2: Model Integration & Fine-tuning
Implement C3AI framework to fine-tune your LLM models using the curated constitution. We support various fine-tuning algorithms for efficient alignment.
Phase 3: Continuous Evaluation & Optimization
Utilize C3AI's evaluation suite for ongoing monitoring of model adherence and performance. Iteratively refine principles for continuous improvement and adaptability.
Ready to Align Your AI with Unmatched Precision?
Book a free 30-minute consultation with our AI alignment specialists. We'll assess your current AI landscape and outline a tailored C3AI implementation strategy.
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