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ProposalAgent — agentic threat model

6.9AIVSS 6.9 · Medium

ProposalAgent poses a moderate-to-high data confidentiality risk due to its access to sensitive historical corporate proposals and tender data, though its operational risk is mitigated by its collaborative, human-in-the-loop design.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 1.19Factor sum 3.4/10Threat ×1.0Mitigation ×0.9
Autonomy of Action
0.30
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.20
Persistent Memory
0.60
Contextual Awareness
0.70
Dynamic Identity
0.10
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.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — the specific foundation models used for proposal generation are not disclosed. Standard threats include prompt injection leading to misaligned outputs or leakage of proprietary proposal structures.

L2 · Data Operations✓ mapped

High risk of data exfiltration or knowledge-base poisoning, as the agent is trained on sensitive historical corporate proposals containing proprietary pricing, strategies, and intellectual property.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — the orchestration framework is undisclosed. Potential threats include insecure tool integration if the agent connects directly to document management systems or collaborative editors.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosting and sandboxing details are not provided. Standard risks include container compromise or unauthorized access to the hosted SaaS environment containing client tender data.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — while marketed as 'factual and controllable', specific evaluation frameworks, guardrails, or observability tools to detect hallucination or drift are not detailed.

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

Not certain from the listing — no explicit compliance certifications (e.g., SOC2, ISO 27001) or specific access control mechanisms are mentioned in the public directory listing.

L7 · Agent Ecosystem✓ mapped

The agent operates primarily as a standalone vertical assistant; there is no indication of multi-agent coordination or marketplace ecosystem interactions.

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