ListingBott — agentic threat model
ListingBott presents a moderate risk profile, primarily driven by its automated write-access to external business directories, where a compromise or prompt injection could lead to widespread brand defacement, unauthorized listing modifications, and credential exposure.
OWASP AIVSS score rationale
| Autonomy of Action | 0.70 | |
| Goal-Driven Planning | 0.50 | |
| Self-Modification | 0.10 | |
| Dynamic Tool Use | 0.60 | |
| Persistent Memory | 0.50 | |
| Contextual Awareness | 0.50 | |
| Dynamic Identity | 0.40 | |
| Multi-Agent Interactions | 0.10 | |
| Non-Determinism | 0.60 | |
| Opacity & Reflexivity | 0.40 |
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 — likely utilizes commercial LLMs for natural language generation. Primary threats include prompt injection that could bypass directory guidelines or generate inappropriate/reputational-damaging listing content.
Not certain from the listing — stores business profiles, descriptions, and directory guidelines. Threats include data exfiltration of proprietary business details or poisoning of the business profile data used for generation.
Not certain from the listing — orchestrates the generation, formatting, and submission workflow. Vulnerabilities could include insecure tool integration with directory APIs, allowing attackers to hijack submission endpoints.
Not certain from the listing — hosted as a closed-source SaaS platform. The primary infrastructure threat is the insecure storage of third-party directory credentials and API keys.
Not certain from the listing — features performance tracking and custom reporting. Gaps in observability could lead to undetected submission failures, silent content drift, or unmonitored prompt injection attempts.
Not certain from the listing — manages access to external directory accounts. Weaknesses in identity and authorization controls could allow unauthorized users to modify or delete business listings across multiple platforms.
Not certain from the listing — interacts with external directory ecosystems. Threats include cascading failures if directory APIs change, or potential abuse of trust boundaries between ListingBott and third-party platforms.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).