Alloy — agentic threat model
Alloy presents a moderate security risk primarily centered around the ingestion of proprietary design assets and the generation of interactive prototypes. Since it operates as a collaborative prototyping platform without direct transactional or system-execution capabilities, the primary threats are intellectual property theft and potential script injection via shared prototype links.
OWASP AIVSS score rationale
| Autonomy of Action | 0.30 | |
| Goal-Driven Planning | 0.40 | |
| Self-Modification | 0.10 | |
| Dynamic Tool Use | 0.30 | |
| Persistent Memory | 0.40 | |
| Contextual Awareness | 0.50 | |
| Dynamic Identity | 0.10 | |
| Multi-Agent Interactions | 0.10 | |
| Non-Determinism | 0.40 | |
| 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 — Alloy uses underlying LLMs to transform product pages and generate prototypes, but the specific models are not disclosed. Potential threats include prompt injection or adversarial inputs altering the generated prototype code or structure.
Not certain from the listing — Alloy imports from existing tools and product pages, implying ingestion of HTML/CSS/JS or design files. Threats include data poisoning via malicious imported design assets or exfiltration of proprietary design systems.
Not certain from the listing — Alloy orchestrates prototyping tasks, likely using a proprietary framework to parse pages and map them to component libraries. Threats include insecure tool integration when importing from external design tools.
Not certain from the listing — As a closed-source SaaS platform, it hosts prototypes and collaboration features. Threats include container compromise, lack of sandboxing for generated prototype code, or unauthorized access to shareable links.
Not certain from the listing — No explicit mention of evaluation, guardrails, or monitoring of the generated prototypes or user inputs.
Not certain from the listing — The listing does not mention specific compliance certifications (like SOC2, ISO 27001) or robust RBAC, though 'Team Collaboration' implies some basic user access controls.
Not certain from the listing — While it mentions 'Team Collaboration' and 'Import from existing tools', there is no evidence of multi-agent orchestration or an agent marketplace.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).