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Vengo AI — agentic threat model

8.7AIVSS 8.7 · High

Vengo AI presents a moderate-to-high risk profile due to its direct customer-facing autonomy and integration via a single line of code on client websites, which could become a vector for supply-chain attacks, prompt injection, or lead data exfiltration if compromised.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 7.5AARS uplift 1.2Factor sum 4.8/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.80
Goal-Driven Planning
0.60
Self-Modification
0.10
Dynamic Tool Use
0.50
Persistent Memory
0.60
Contextual Awareness
0.60
Dynamic Identity
0.20
Multi-Agent Interactions
0.10
Non-Determinism
0.70
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 — likely relies on commercial LLMs customized for sales personas. Primary threats include prompt injection to bypass sales constraints, extract system prompts ('AI version of you' instructions), or hijack the conversation.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — ingests customer lead data and analytics. Threats include data exfiltration of collected customer PII and potential poisoning of the custom knowledge base used to train the 'AI version of you'.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates conversational sales funnels and automated follow-ups. Threats include insecure integration with downstream CRMs or email tools, allowing manipulated conversational state to trigger unauthorized actions.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — deployed via a 'one line of code' JavaScript widget on client websites. This introduces significant supply-chain risks, where a compromise of Vengo's hosting infrastructure could lead to widespread XSS on customer sites.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — provides a 'Sales Lead Dashboard' and 'Data-Driven Analytics'. Gaps in conversational monitoring could allow abusive or adversarial interactions to go unnoticed by the dashboard administrators.

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

Not certain from the listing — closed-source, paid SaaS. Despite handling sensitive customer lead PII, there is no explicit mention of compliance frameworks (e.g., GDPR, SOC2) or robust access control mechanisms for the dashboard.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — operates primarily as a standalone agent per client site. Ecosystem risks are limited to third-party API integrations (e.g., CRMs, calendar schedulers) where compromised credentials could lead to unauthorized data access.

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