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Bond — agentic threat model

9.3AIVSS 9.3 · Critical

Bond (Donna) presents a high-risk profile due to its deep integration into sensitive enterprise tools and access to executive-level business data. A compromise could lead to massive data exfiltration, unauthorized visibility into company operations, and manipulation of executive decision-making.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.77Factor sum 5.1/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.60
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.70
Persistent Memory
0.60
Contextual Awareness
0.80
Dynamic Identity
0.40
Multi-Agent Interactions
0.30
Non-Determinism
0.50
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⚠ not certain from listing

Not certain from the listing — The underlying foundation models are not specified, but as a closed-source executive assistant, it likely relies on commercial LLMs. This introduces risks of prompt injection, model misalignment, and potential data leakage via the model provider.

L2 · Data Operations✓ mapped

Bond connects directly to company tools to aggregate data and learn how the organization operates. This creates a high risk of data exfiltration, unauthorized access to sensitive executive-level information, and knowledge-base poisoning if malicious data is introduced into connected company systems.

L3 · Agent Frameworks✓ mapped

The agent orchestrates workflows, generates daily summaries, and automates status updates. Insecure tool integration or prompt injection could allow attackers to manipulate the priorities and blockers surfaced to leadership, or abuse tool APIs to perform unauthorized actions.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — The deployment architecture, hosting environment, and sandboxing mechanisms are not described, leaving potential vulnerabilities regarding container security, secrets management, and network isolation unaddressed.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — There is no mention of evaluation frameworks, real-time monitoring, or guardrails to detect drift, anomalous tool calls, or biased summarization of company data.

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

Not certain from the listing — While positioned as enterprise software, the listing does not detail specific compliance certifications (e.g., SOC2, ISO 27001), identity and access management (IAM) controls, or audit logging capabilities.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — The product mentions 'Donna' as an agent persona, but it is unclear if this represents a true multi-agent ecosystem with autonomous agent-to-agent communication, which would introduce risks of cascading failures and trust abuse.

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