Luly — agentic threat model
Luly presents a moderate-to-high risk profile due to its direct integration with enterprise telephony systems and APIs, which could be leveraged for automated vishing or data exfiltration if compromised. While it claims 'enterprise-grade security' and 'hallucination-proof' conversations, the lack of architectural transparency requires cautious deployment.
OWASP AIVSS score rationale
| Autonomy of Action | 0.70 | |
| Goal-Driven Planning | 0.40 | |
| Self-Modification | 0.10 | |
| Dynamic Tool Use | 0.50 | |
| Persistent Memory | 0.40 | |
| Contextual Awareness | 0.50 | |
| Dynamic Identity | 0.20 | |
| Multi-Agent Interactions | 0.20 | |
| Non-Determinism | 0.60 | |
| Opacity & Reflexivity | 0.50 |
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.
Not certain from the listing — The underlying foundation models for voice synthesis and LLM orchestration are unspecified. Threats include voice-based prompt injection (VPI) and adversarial audio inputs designed to bypass system prompts.
Not certain from the listing — The mechanisms for storing customer interaction history, voice recordings, and business context are not detailed. Risks include unauthorized access to voice logs and PII exfiltration.
Not certain from the listing — The orchestration framework managing telephony triggers and API integrations is opaque. Insecure tool integration could allow attackers to trigger unauthorized API actions via voice manipulation.
Not certain from the listing — Telephony hosting, SIP/VoIP infrastructure, and API gateway security are not described. Vulnerabilities could lead to SIP trunk hijacking or denial of service on business communication lines.
Not certain from the listing — While Luly claims 'hallucination-proof' conversations, the specific guardrails, real-time monitoring, and evaluation metrics used to enforce this are not disclosed.
Not certain from the listing — 'Enterprise-grade security' is claimed, but specific compliance standards (e.g., SOC 2, HIPAA, GDPR for voice recordings) or authentication protocols are not detailed.
Not certain from the listing — The extent of multi-agent coordination or marketplace integrations is unspecified, though API integrations suggest potential cascading risks if connected to compromised downstream business systems.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).