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ChatGPT Image — agentic threat model

6.2AIVSS 6.2 · Medium

ChatGPT Image is a low-autonomy, single-purpose image generation and editing tool with minimal agentic risk, primarily exposed to prompt injection, content filter bypass, and resource abuse.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 5.3AARS uplift 0.94Factor sum 2.0/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.20
Persistent Memory
0.10
Contextual Awareness
0.20
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.70
Opacity & Reflexivity
0.60

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✓ mapped

Uses GPT-based AI and image generation models. Key threats include adversarial prompt injection to bypass safety filters (generating NSFW, copyrighted, or harmful content) and model output misalignment.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — No details are provided regarding how user-uploaded images or prompts are stored, processed, or if they are used for downstream model training, raising potential data privacy and exfiltration risks.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — The orchestration layer appears to be a simple prompt-to-image pipeline rather than a complex agent framework. Threats include insecure integration of image editing and rendering tools.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — Hosted as an online web platform. Standard web application vulnerabilities apply, alongside resource exhaustion risks due to high-compute 4K image generation requests.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — No mention of input/output guardrails, content moderation APIs, or abuse monitoring to detect and block malicious generation requests.

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

Not certain from the listing — No details on user authentication, access controls for generated/uploaded assets, or compliance with data protection regulations (e.g., GDPR for uploaded faces).

L7 · Agent Ecosystem✓ mapped

Operates as a standalone horizontal tool with no described multi-agent or marketplace ecosystem interactions, minimizing cascading ecosystem risks.

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