AIShain — agentic threat model
AIShain presents a moderate-to-high risk profile due to its integration with sensitive business channels like email and databases, though this is partially mitigated by a mandatory human-in-the-loop approval step before final actions are executed.
OWASP AIVSS score rationale
| Autonomy of Action | 0.50 | |
| Goal-Driven Planning | 0.60 | |
| Self-Modification | 0.10 | |
| Dynamic Tool Use | 0.70 | |
| Persistent Memory | 0.40 | |
| Contextual Awareness | 0.60 | |
| Dynamic Identity | 0.50 | |
| Multi-Agent Interactions | 0.10 | |
| 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 LLMs are not specified. Standard threats like prompt injection (especially via incoming emails) could lead to unauthorized database queries or malicious email generation.
Not certain from the listing — The database fetching and Google Sheets integration imply data operations, but the storage, vectorization, or caching mechanisms are not detailed. Threats include unauthorized data exfiltration or database poisoning.
AIShain orchestrates workflows based on bullet-point instructions. Insecure tool integration (Email, DB, Sheets) and indirect prompt injection via the 'Receive Email' feature are major threats that could lead to tool misuse.
Not certain from the listing — The hosting environment, sandboxing of workflow execution, and secrets management for database/email credentials are not disclosed.
Not certain from the listing — No details on automated logging, guardrails, or drift detection are provided, though the 'human approval' step acts as a manual observability and gatekeeping mechanism.
Not certain from the listing — Compliance standards (like SOC2, GDPR) or identity/access management policies for the 'employee' agent are not specified.
Not certain from the listing — There is no mention of multi-agent interactions or a marketplace ecosystem.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).