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Vizologi — agentic threat model

6.1AIVSS 6.1 · Medium

Vizologi is a low-risk, generative AI-powered business planning tool with minimal agentic autonomy, where the primary security concerns center on intellectual property leakage of user business ideas and standard web application vulnerabilities.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 5.3AARS uplift 0.8Factor sum 1.8/10Threat ×0.95Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.20
Self-Modification
0.00
Dynamic Tool Use
0.10
Persistent Memory
0.20
Contextual Awareness
0.30
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
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.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — the underlying LLMs are not specified, but threats include prompt injection altering business plan outputs or model stealing of proprietary fine-tuned models if used.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — the data pipeline for market analysis and trend data is unspecified, raising potential risks of data poisoning or leakage of proprietary user business ideas.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — the orchestration framework is not detailed, but insecure integration of generation tools could lead to prompt injection or manipulation of generated business strategies.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosting details are omitted, but standard web application vulnerabilities (e.g., OWASP Top 10) and unauthorized access to user-generated business plans are primary concerns.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no monitoring or guardrail systems are mentioned, creating risks of undetected drift in market analysis quality or generation of offensive brand names.

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

Not certain from the listing — compliance certifications (e.g., GDPR, SOC2) are not stated, posing compliance risks regarding the storage of sensitive pre-venture intellectual property.

L7 · Agent Ecosystem✓ mapped

Vizologi operates as a standalone web application with no described multi-agent or ecosystem integrations, making cascading ecosystem failures or rogue agent interactions highly unlikely.

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