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← Free AI Humanizer

Free AI Humanizer — agentic threat model

3.9AIVSS 3.9 · Low

The Free AI Humanizer is a low-risk, stateless utility focused entirely on text transformation. With no user accounts, persistent storage, or external tool integrations, its agentic attack surface is virtually non-existent.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 3.5AARS uplift 0.35Factor sum 0.6/10Threat ×0.9Mitigation ×1.0
Autonomy of Action
0.00
Goal-Driven Planning
0.00
Self-Modification
0.00
Dynamic Tool Use
0.00
Persistent Memory
0.00
Contextual Awareness
0.10
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.30
Opacity & Reflexivity
0.20

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 — the underlying LLM is unspecified, but it is vulnerable to standard prompt injection to bypass safety filters or generate malicious text disguised as human-written.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — there is no mention of RAG or vector databases. The primary threat is potential logging of sensitive user-submitted text on the backend.

L3 · Agent Frameworks✓ mapped

The tool lacks an agentic framework, planning, or tool-calling capabilities, rendering framework-specific threats like tool misuse or memory poisoning inapplicable.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosted as a free web tool without login, making it a target for DDoS, scraping, or hosting-infrastructure exploitation if not properly sandboxed.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — there are no mentioned guardrails, output evaluations, or abuse monitoring systems to prevent the humanization of harmful or plagiarized content.

L6 · Security & Compliance (cross-cutting)✓ mapped

The tool explicitly requires no login or authentication, meaning there are no access controls, user identity verification, or audit logs for compliance tracking.

L7 · Agent Ecosystem✓ mapped

This is a standalone horizontal tool with no multi-agent orchestration, marketplace integrations, or agent-to-agent trust relationships.

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