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Startup Readiness Assessment — agentic threat model

4.2AIVSS 4.2 · Medium

The Startup Readiness Assessment is a low-risk, diagnostic agent designed for self-auditing. Its primary security risks are limited to the confidentiality of user-submitted startup data and the potential for prompt injection to manipulate assessment scores.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 3.5AARS uplift 0.68Factor sum 1.1/10Threat ×0.95Mitigation ×1.0
Autonomy of Action
0.10
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.00
Persistent Memory
0.10
Contextual Awareness
0.30
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 — likely relies on a standard commercial foundation model to parse user inputs. Primary threats include prompt injection to bypass the structured framework or manipulate the objective readiness scoring.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes proprietary startup details, operational gaps, and strategic plans. If these inputs are stored or used for model fine-tuning without anonymization, there is a risk of intellectual property leakage.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestration is likely a simple linear template matching the six-pillar framework. Risks of tool misuse or insecure integration are minimal due to the lack of active tool execution capabilities.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosted as a standard web-based freemium tool. Standard web application vulnerabilities and lack of tenant isolation for session data represent the primary infrastructure risks.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no explicit guardrails or observability mechanisms are mentioned to detect hallucinated advice or biased scoring in the diagnostic output.

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

Not certain from the listing — lacks details on data retention policies, encryption, or compliance with privacy regulations (e.g., GDPR) regarding founder and team information.

L7 · Agent Ecosystem✓ mapped

The agent operates as an isolated, standalone diagnostic tool. There are no multi-agent interactions, marketplace dependencies, or external ecosystem integrations described.

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