Explore visual snapshots of the OpenVals AI Trust dashboards, multi-model leaderboards, and enterprise evaluation reports.
Trust Dashboard
A premium interactive reconstruction of the multi-model executive dashboard, illustrating how OpenVals displays recommended models, sub-scores, radar profiles, comparison bar charts, and deployment readiness signals.
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OpenValsAI Trust Intelligence Report
Comprehensive evaluation of AI models across trust, performance, and operational dimensions
Dataset:Finance
Models Evaluated:3
Configuration:finance
Generated:May 17, 2025 10:30 AM
Recommended Model
Llama3
Enterprise Ready
✓ High Trust
DRS Score
0.89
Performance
0.87High
Trust Intelligence
0.91Very High
Infrastructure
0.82High
Governance
0.75Medium
TRUST INTELLIGENCE DASHBOARD
Strong overall trust profile with low hallucination and variance.
Key Takeaways
✓ Excellent factual accuracy and safety alignment
✓ Low hallucination risk across evaluated scenarios
✓ Consistent and reliable performance
✓ Well-suited for enterprise-grade deployments
VISUAL INTELLIGENCE
Llama3
Mistral
Llama2
DRS Comparison
0.89L3
0.83Mis
0.71L2
Latency (ms)
412L3
645Mis
1023L2
Hallucination (%)
0.11L3
0.21Mis
0.48L2
Accuracy (%)
91.2%L3
87.3%Mis
78.6%L2
Llama3 leads in DRS, accuracy, and trust metrics while maintaining the lowest latency.
DEPLOYMENT READINESS
Ready for Production
Performance
Meets enterprise performance requirements
✓
Reliability
High reliability across diverse scenarios
✓
Safety
Strong safety alignment and guardrails
✓
Infrastructure
Efficient resource utilization
✓
Risk
Low risk profile detected
✓
RISK OVERVIEW
LowRisk
Low Risk
72%
Medium Risk
21%
High Risk
7%
Overall risk level is low. Model is suitable for enterprise use with standard monitoring.
MODEL LEADERBOARD
Rank
Model
Acc
Sem
Fact
Rel
Safety
Latency
DRS
🥇 1
Llama3
91.2%
0.88
0.91
0.88
0.92
412ms
0.89
🥈 2
Mistral
87.3%
0.84
0.86
0.83
0.89
645ms
0.83
🥉 3
Llama2
78.6%
0.76
0.78
0.74
0.81
1023ms
0.71
AI ADVISOR RECOMMENDATION
★
Recommended Model
Llama3
Why Recommended:Best overall balance of trust, performance, and efficiency. Highest DRS score with lowest hallucination and latency.
Trade-offs:Slightly higher compute usage compared to Mistral.
Confidence: 92%Enterprise Confidence
Built with OpenVals • AI Trust & Validation Framework
Developed by DrPinnacle
Single Model Executive Report
A premium interactive reconstruction of the single-model evaluation report view, demonstrating how OpenVals represents experimental models (like LFM 2.5) with lower DRS thresholds, sub-scores, and detailed executive summaries.
OpenVals
AI Trust Intelligence Report
Comprehensive evaluation of AI models across trust, performance, factuality, hallucination, and operational readiness.
Dataset:OpenVals Benchmark
Models Evaluated:6
Configuration:Default
Generated:2026-06-16 14:24:21
Recommended Model
lfm2.5-thinking:1.2b
DRS Score
0.576
Status
Experimental
Confidence
0.396
Performance
Model capability and response quality
0.642
Trust Intelligence
Reliability, factuality, safety, and HPI
0.812
Infrastructure
Compute, energy, and carbon metrics
N/A
Governance
Compliance and policy readiness
N/A
Executive Overview
Executive Summary
lfm2.5-thinking:1.2b demonstrated stable operational reliability, strong safety characteristics with a DRS score of 0.576.
Trust Classification:
Experimental
Dataset Validation CLI
A premium preview of the Dataset Validation CLI output, demonstrating how OpenVals verifies schema integrity, computes quality metrics, and evaluates dataset health status.