GoMarble AI — agentic threat model
GoMarble AI presents a moderate-to-high risk profile due to its direct integration with high-value ad accounts (Meta, Google) and e-commerce platforms (Shopify). While its agentic risk is significantly mitigated by human-in-the-loop approval workflows for campaign execution, a compromise of its API credentials or data pipeline could lead to severe data exposure or financial loss.
OWASP AIVSS score rationale
| Autonomy of Action | 0.30 | |
| Goal-Driven Planning | 0.40 | |
| Self-Modification | 0.00 | |
| Dynamic Tool Use | 0.60 | |
| Persistent Memory | 0.30 | |
| Contextual Awareness | 0.70 | |
| Dynamic Identity | 0.20 | |
| Multi-Agent Interactions | 0.10 | |
| Non-Determinism | 0.50 | |
| 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 relies on commercial LLMs (e.g., GPT-4) for creative intelligence and root-cause analysis. Risks include prompt injection altering campaign recommendations or bypassing approval gates.
Integrates with Shopify, GA4, Meta, and Google Ads. Risks include data exfiltration of sensitive customer/financial data, and API data poisoning leading to skewed ROAS/CPA analysis.
Orchestrates API calls to ad platforms and Shopify. Risks include insecure tool integration where a compromised agent could execute unauthorized ad spend or campaign modifications if approval checks are bypassed.
Not certain from the listing — SaaS deployment likely hosted on public cloud. Risks include insecure storage of OAuth tokens/API keys for Meta, Google, and Shopify.
Not certain from the listing — no explicit mention of guardrails or drift monitoring. Risks include silent failures in performance tracking or undetected drift in creative analysis models.
Requires OAuth/API access to high-value marketing and e-commerce platforms. Compliance risks include GDPR/CCPA implications of accessing Shopify customer data and GA4 analytics.
Not certain from the listing — operates primarily as a standalone hub connecting to standard platform APIs rather than interacting in a multi-agent ecosystem.
MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).
These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.