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← Voyagier

Voyagier — agentic threat model

7.0AIVSS 7.0 · High

Voyagier presents a moderate risk profile; while it handles sensitive travel history and integrates with transactional APIs like Sabre Mosaic and Viator, its reliance on human travel design expertise and advisor assistance provides a natural human-in-the-loop safeguard against fully autonomous exploitation.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.3AARS uplift 1.92Factor sum 5.2/10Threat ×1.0Mitigation ×0.85
Autonomy of Action
0.50
Goal-Driven Planning
0.70
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.80
Contextual Awareness
0.70
Dynamic Identity
0.30
Multi-Agent Interactions
0.40
Non-Determinism
0.50
Opacity & Reflexivity
0.60

Scored with the canonical OWASP AIVSS formula (AIVSS calculator reference); agentic risk factors estimated from the agent’s described capabilities.

MAESTRO 7-layer threat model

Per-layer threats for this agent. Layers tagged “not certain from listing” are general, caveated commentary where the public description didn’t pin that layer.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — the specific foundation models powering VIA are not disclosed. General threats include prompt injection that could manipulate itinerary generation or bypass personalization preferences.

L2 · Data Operations✓ mapped

The agent syncs past travel details (flights, stays), preferences, and history. This creates a high-value target for data exfiltration of PII and travel history, as well as vector database poisoning that could corrupt personalized recommendations.

L3 · Agent Frameworks✓ mapped

Orchestrates multi-step travel planning and tool execution. Vulnerabilities in the agent framework could lead to tool misuse, such as sending unauthorized API requests to Sabre Mosaic or Viator, or SSRF via insecure API integrations.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — details regarding hosting, sandboxing, and secrets management for Sabre and Viator API keys are not provided. General threats include exposure of API credentials and session hijacking.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — automated guardrails and observability tools are not specified, although the integration of human travel designers provides a manual layer of evaluation and oversight.

L6 · Security & Compliance (cross-cutting)✓ mapped

Handles sensitive personal data (travel history, flight details) and potentially payment information. Compliance with data privacy regulations (GDPR/CCPA) is critical, but specific compliance certifications are not detailed in the listing.

L7 · Agent Ecosystem✓ mapped

Integrates with external travel infrastructure ecosystems (Viator, Sabre Mosaic). Threats include cascading failures if these external APIs experience downtime, or trust abuse if a compromised external service returns malicious payloads to the agent.

MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).

These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.