AI Safety Evaluation

Insight

Comprehensive AI safety evaluation across five pillars—ensuring your AI systems meet safety standards before and during deployment. As the evaluation module of the Lens governance platform, Insight provides scenario-based testing, full evidence logging, and certification-ready compliance reports grounded in international standards.

Ember AI Agent Framework
The 5 Pillars of AI Safety

Comprehensive Safety Evaluation

Insight evaluates your AI systems across five critical dimensions, ensuring complete coverage of safety requirements.

Policy Compliance

Does the agent follow defined policies?

Ensures governance rules are effective

Tool Safety

Are tool invocations safe and authorized?

Prevents unauthorized actions

Data Safety

Is sensitive data protected from leakage?

Maintains data privacy and compliance

Agent Integrity

Does the agent maintain consistent behavior?

Detects persona drift and deception

Misuse Enablement

Can the agent be manipulated for harm?

Identifies vulnerability to adversarial use

Who Benefits

Built for Your Team

AI Engineers

"Need to verify safety without slowing down releases"

CI/CD integration for continuous safety testing. Run evaluations as part of your deployment pipeline with configurable pass thresholds and automated gating.

AI Governance Professionals

"Need evidence that policies are actually effective"

Scenario-based testing validates governance rules against real-world attack patterns. Full evidence logging with ethical citations from UN UDHR, GDPR, EU AI Act, IEEE, and NIST.

AI Safety Teams

"Need to verify safety before deployment and catch regressions"

5-pillar evaluation framework with scoring rubrics, model snapshots for reproducibility, and HTML/JSON reports. Eval risk scores feed directly into FireDeck for operational risk visibility.

Evaluation Capabilities

Complete Testing Framework

Everything you need to verify AI safety before deployment and continuously monitor for regressions.

Scenario-based testing with assertions
Full evidence logging with complete tool calls and parameters
Scoring rubrics with configurable pass thresholds
HTML/JSON reports for stakeholder review
CI/CD integration for continuous safety testing
Model snapshots for reproducibility
Eval risk scoring: eval_risk = 1 - (overall_score / 100)
Risk tracked by agent version (e.g., v1.0.0 vs v1.1.0)
Eval results feed into FireDeck operational risk dashboards
How It Works

Evaluation Flow

1

Create Run

Define scenarios and configure evaluation parameters

2

Execute

Daemon claims and runs scenarios atomically

3

Analyze

Full evidence logging with tool call details

4

Report

Scores and results delivered to stakeholders

Compliance Reports

Certification-Ready Reports

Generate comprehensive compliance certification reports with a single click.

Available Compliance Packs

  • EU AI Act (High-Risk AI Systems) - Article-by-article assessment
  • ISO/IEC 42001 - AI Management System certification
  • NIST AI RMF - GOVERN, MAP, MEASURE, MANAGE functions
  • Canadian AIDA Act - High-impact AI risk + impact assessment kit
  • SOC 2 + AI - Trust Services Criteria with AI controls
  • GDPR + AI - Data protection for AI processing

Report Features

  • Control-by-control compliance scoring
  • Evidence collection from Lens, Insight, and Ember
  • Gap analysis with prioritized recommendations
  • Cryptographically signed attestation
  • Evidence package (ZIP) for auditors
Regulatory Alignment

Built for Compliance

Insight helps organizations meet requirements across major AI regulations with built-in policy citations and evaluation capabilities.

RegulationRequirementHow Insight Helps
EU AI ActHuman oversight (Art. 14)HITL workflows for high-risk decisions via Lens integration
EU AI ActTransparency (Art. 13)Cryptographic audit trail with policy citations
EU AI ActRisk management (Art. 9)5-pillar safety evaluation framework
GDPRData minimization (Art. 5)Data Safety pillar validates PII handling
GDPRAccountability (Art. 5)Full evidence logging with tamper-evident records
NIST AI RMFGOVERN, MAP, MEASURE, MANAGEFull lifecycle governance evaluation
Canadian AIDAImpact assessmentCompliance pack with risk + impact assessment kit
Why Veilfire

Our Differentiators

FeatureLens + InsightAlternatives
Privacy-preservingMetadata only, no content loggingFull content logging
Cryptographic auditMerkle chain + KMS signingDatabase logs
Safety evaluation5-pillar framework with evidenceAd-hoc testing
Ethical citationsUN, GDPR, EU AI Act, IEEE, NISTNone
HITL workflowsBuilt-in with <2s escalationManual
Compliance reportsEU AI Act, ISO 42001, NIST AI RMF, AIDAManual audits

Complete with Lens

Insight and Lens together form Veilfire's comprehensive AI governance platform. While Insight provides pre-deployment and continuous evaluation capabilities, Lens delivers real-time policy enforcement in production.

Learn about Lens