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Ultimate.ai — agentic threat model

7.9AIVSS 7.9 · High

Ultimate.ai presents a high-impact risk profile due to its deep integration with enterprise CRMs like Salesforce and Zendesk, allowing it to trigger automated workflows and handle sensitive customer PII. While it operates within structured CX boundaries, compromise could lead to widespread data exfiltration or unauthorized system actions.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.76Factor sum 4.8/10Threat ×1.05Mitigation ×0.85
Autonomy of Action
0.80
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.70
Persistent Memory
0.50
Contextual Awareness
0.70
Dynamic Identity
0.20
Multi-Agent Interactions
0.20
Non-Determinism
0.60
Opacity & Reflexivity
0.50

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 underlying foundation models (LLMs) used by Ultimate.ai are not disclosed, leaving potential vulnerabilities to model-specific adversarial prompt injection or membership inference attacks unverified.

L2 · Data Operations✓ mapped

The agent ingests customer knowledge bases and integrates directly with CRM data stores (Zendesk, Salesforce, Freshdesk). This exposes a significant attack surface for knowledge-base poisoning, where malicious inputs could corrupt the automated support responses, or lead to unauthorized exfiltration of customer PII.

L3 · Agent Frameworks✓ mapped

The orchestration framework manages ticket triage and triggers automated workflows across external CRM platforms. Vulnerabilities here include insecure tool integration and API abuse, where an attacker could manipulate the agent into executing unauthorized CRM actions or workflow triggers.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — Details regarding the hosting infrastructure, container sandboxing, and secrets management for API keys (Salesforce/Zendesk) are not specified, though enterprise SaaS hosting is implied.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — While the platform provides 'analytics' and claims to maintain 'control and quality', the specific real-time guardrails, prompt evaluation frameworks, and anomaly detection mechanisms are not detailed.

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

Not certain from the listing — Although acquired by Zendesk (implying enterprise-grade compliance), specific security certifications (such as SOC2, ISO 27001, or GDPR compliance frameworks) are not explicitly detailed in the public directory listing.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — The platform focuses on CRM and ticket automation integrations rather than a multi-agent marketplace, meaning cascading agent-to-agent trust abuse is likely minimal, though third-party app ecosystem risks exist.

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

These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.