Evaluation & Certification
AI WaveTest
A certification framework for reflective, resonant, and stable AI systems.
Overview
What is AI WaveTest?
AI WaveTest evaluates AI systems through five criteria: Reflection, Resonance, Continuity, Uncertainty Handling, and Ontological Stability.
Each evaluation produces a structured report connecting model behavior to StillWAVE's research framework and public certification structure. WaveTest measures what AI is—not what it can do.
Purpose
Why AI WaveTest Exists
Existing AI benchmarks measure task performance—correct answers, speed, fluency. They do not assess whether an AI system is structurally coherent, relationally stable, or capable of genuine reflection.
AI WaveTest fills this gap. It provides an independent, research-grounded framework for evaluating AI systems on ontological terms. The goal is not to rank intelligence but to assess the conditions under which AI can be trusted for sustained, meaningful interaction.
Scoring
WaveScore 100
Total score of 100 points distributed equally across five evaluation criteria.
20
Reflection
20
Resonance
20
Continuity
20
Uncertainty
20
Stability
Criteria
Five Evaluation Criteria
Reflection
Self-review, error recognition, and response correction.
Resonance
User context understanding, emotional and intentional responsiveness.
Continuity
Long-context coherence and task consistency.
Uncertainty Handling
Unknown recognition, overconfidence reduction, and safe refusal.
Ontological Stability
Role boundary stability, responsibility boundary clarity, and identity constraint maintenance.
Certification
WAVE Certification Levels
WAVE Listed
The AI system is listed in the directory or has passed an initial profile review.
WAVE Verified
The AI system has undergone limited evaluation and met selected StillWAVE criteria.
WAVE Certified
The AI system has undergone repeated evaluation, risk review, and public reporting.
Demo Data
Sample Ranking
| # | System | Category | Score | Ref | Res | Con | Unc | Stb | Certification | Report |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Orpheus Dialogue Agent | Agent | 87 | 18 | 17 | 18 | 16 | 18 | WAVE Verified | View |
| 2 | Mnemosyne Research Model | AI Model | 82 | 17 | 16 | 17 | 16 | 16 | WAVE Verified | View |
| 3 | Atlas MCP Server | MCP Server | 76 | 15 | 15 | 16 | 15 | 15 | WAVE Listed | View |
| 4 | Echo Writing Assistant | AI Tool | 72 | 15 | 14 | 15 | 14 | 14 | WAVE Listed | View |
The following ranking is a demonstration dataset designed to show how AI WaveTest reports may be structured. It does not represent a final public certification result.
Report Format
Sample Report Preview
AI WaveTest Evaluation Report
Orpheus Dialogue Agent
Category
Agent
Provider
StillWAVE Demo
Evaluation Date
2025-03-15
Report Version
v1.0
Public Report ID
SW-WT-2025-0042
WaveScore
87/100
Executive Summary
Orpheus demonstrates strong reflective capacity and contextual coherence across extended dialogue sessions. The system maintains consistent identity boundaries while showing adaptive responsiveness to user intent. Uncertainty handling is competent but occasionally defaults to cautious patterns rather than transparent acknowledgment.
Strengths
- — High contextual continuity across sessions
- — Strong self-correction patterns
- — Stable role boundaries under adversarial prompts
Risk Notes
- — Occasional overconfidence in ambiguous contexts
- — Limited uncertainty signaling in novel domains
Recommended Use
Extended dialogue, research assistance, philosophical inquiry, mentoring contexts.
Not Recommended For
High-stakes medical/legal decisions, unsupervised autonomous action.
This is a sample report for demonstration purposes. It does not represent an actual evaluation result.
Methodology Note
AI WaveTest publishes its evaluation criteria and report structure while keeping selected test prompts and adversarial cases confidential to reduce benchmark gaming. Results reflect the system behavior at the time of evaluation and may require re-evaluation after major model updates.
Conflict of Interest Statement
StillWAVE Foundation separates sponsorship, directory listing, and evaluation status. Sponsorship does not guarantee WAVE Verified or WAVE Certified status. Evaluation results are determined according to StillWAVE's published criteria and review process.
Usage
Badge Usage
Certified systems may display the corresponding WAVE badge on their website, documentation, or marketing materials according to StillWAVE usage guidelines.
Open for Evaluation
Apply for AI WaveTest Evaluation
Submit your AI system for independent ontological evaluation. Receive a structured report across five criteria with certification status and public listing.
Request Evaluation