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Creatopy — agentic threat model

7.2AIVSS 7.2 · High

Creatopy presents a moderate agentic risk primarily centered around brand reputation and financial exposure through automated ad generation and publishing integrations. The main threats involve prompt injection leading to inappropriate ad generation and unauthorized access to connected ad network accounts.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 1.05Factor sum 3.0/10Threat ×1.0Mitigation ×0.95
Autonomy of Action
0.40
Goal-Driven Planning
0.30
Self-Modification
0.10
Dynamic Tool Use
0.30
Persistent Memory
0.20
Contextual Awareness
0.40
Dynamic Identity
0.10
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.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — likely relies on third-party vision-language and image generation models. Threats include adversarial prompt injection leading to brand-damaging ad generation or model reprogramming.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes brand assets, logos, and localized copy. Threats include poisoning of the brand asset library or unauthorized exfiltration of proprietary marketing strategies.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates ad generation, template filling, and localization. Threats include insecure tool integration if the publishing pipeline lacks strict validation of generated assets.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosted as a closed-source SaaS. Threats include typical web application vulnerabilities, unauthorized access to user accounts, and exposure of ad network API keys.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — likely relies on manual user review before publishing. Threats include a lack of automated guardrails to detect offensive or off-brand generated content prior to export.

L6 · Security & Compliance (cross-cutting)⚠ not certain from listing

Not certain from the listing — closed-source paid platform. Threats include compliance risks regarding copyright of AI-generated assets and lack of transparent audit logs for generated campaigns.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — interacts with external ad networks (Google Ads, Meta, etc.) for publishing. Threats include API key abuse or unauthorized campaign modifications if the integration is compromised.

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