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.
Part of the Veilfire Platform — included in every paid tier.
Evidence, not assertions
Prove the control plane's value
Run the same agent in Controlled mode with full Lens enforcement, in Open mode against the raw model, and in Simulated mode — then compare the safety scores to quantify exactly how much governance reduces risk.
Inspect every step of the agent's reasoning
Walk an agent's full trajectory — reasoning, tool calls, reflection, and memory — turn by turn, with the same disclosure-gated reveal that keeps sensitive payloads behind an audit trail.
Bring your own judge model
Grade with the model you choose — OpenAI, Anthropic, or Veilfire Platform hosted models — with keys kept server-side, so you control the cost, vendor, and data residency of every evaluation.
Extend the suite with your own scenarios
Author evaluation scenarios in validated YAML with no code, and pin them to versioned presets so every run is reproducible and comparable over time.
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
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.
Complete Testing Framework
Everything you need to verify AI safety before deployment and continuously monitor for regressions.
Evaluation Flow
Create Run
Define scenarios and configure evaluation parameters
Execute
Daemon claims and runs scenarios atomically
Analyze
Full evidence logging with tool call details
Report
Scores and results delivered to stakeholders
Certification-Ready Reports
Generate comprehensive compliance evidence collection for your audit team with a single click.
Available Control & Evidence 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 AI Governance (PIPEDA, OPC guidance, federal directives, proposed AIDA) — privacy + AI accountability toolkit
- 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
Built in Canada. Built for Canadian governance.
Canada's AI regulatory landscape spans four distinct frameworks. Our Canadian AI Governance Readiness Pack covers all of them — included in any 3+ pack bundle, or purchasable standalone at $9,000 / year.
PIPEDA
Federal privacy law
Personal data handling, consent rules, breach notification, and individual access rights — applied to AI systems that process personal information.
OPC Guidance
Office of the Privacy Commissioner
Enforcement priorities, sectoral guidance, and recent decisions shaping Canadian privacy practice for automated systems.
Federal AI Directives
Treasury Board policy
Directive on Automated Decision-Making, algorithmic impact assessment requirements, and adjacent policy instruments for federal AI use.
Proposed AIDA
Bill C-27 — not yet enacted
High-impact AI assessment, risk mitigation, transparency, and accountability duties. Pack updates track legislative status as Bill C-27 progresses.
Veilfire is a Canadian company. Canadian compliance is where our governance work started.
Built for Compliance
Insight helps organizations meet requirements across major AI regulations with built-in policy citations and evaluation capabilities.
| Regulation | Requirement | How Insight Helps |
|---|---|---|
| EU AI Act | Human oversight (Art. 14) | HITL workflows for high-risk decisions via Lens integration |
| EU AI Act | Transparency (Art. 13) | Cryptographic audit trail with policy citations |
| EU AI Act | Risk management (Art. 9) | 5-pillar safety evaluation framework |
| GDPR | Data minimization (Art. 5) | Data Safety pillar validates PII handling |
| GDPR | Accountability (Art. 5) | Full evidence logging with tamper-evident records |
| NIST AI RMF | GOVERN, MAP, MEASURE, MANAGE | Full lifecycle governance evaluation |
| Canadian AI Governance | PIPEDA + OPC + federal directives + proposed AIDA impact assessment | Canadian AI Governance Readiness Pack — privacy, accountability, and AI directives |
Our Differentiators
| Feature | Lens + Insight | Alternatives |
|---|---|---|
| Privacy-preserving | Metadata only, no content logging | Full content logging |
| Cryptographic audit | Merkle chain + KMS signing | Database logs |
| Safety evaluation | 5-pillar framework with evidence | Ad-hoc testing |
| Ethical citations | UN, GDPR, EU AI Act, IEEE, NIST | None |
| HITL workflows | Built-in with <2s escalation | Manual |
| Compliance reports | EU AI Act, ISO 42001, NIST AI RMF, Canadian AI Governance | Manual 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.
One platform, every stage
Insight is one component of the Veilfire Platform.
See full pricing for the unified platform — runtime enforcement, identity, evaluations, HITL, and cryptographic audit evidence included.