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AutoScaled — agentic threat model

8.8AIVSS 8.8 · High

AutoScaled presents a high-risk profile due to its direct integration with sensitive CRM systems (Salesforce, HubSpot) and automated workflow execution. A compromise could lead to massive data exfiltration of customer records or the distribution of malicious presentations to external clients.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.72Factor sum 4.6/10Threat ×1.05Mitigation ×0.95
Autonomy of Action
0.70
Goal-Driven Planning
0.50
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.30
Contextual Awareness
0.70
Dynamic Identity
0.40
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 — likely relies on commercial foundation models (e.g., OpenAI, Anthropic) to translate plain-language prompts into presentation structures. Primary threats include prompt injection that could manipulate the generated content or leak system instructions.

L2 · Data Operations✓ mapped

Ingests sensitive data from HubSpot, Salesforce, and Google Sheets. Threats include data exfiltration of proprietary CRM records, unauthorized data access via compromised API tokens, and data poisoning if malicious CRM data is used to exploit the presentation generator.

L3 · Agent Frameworks✓ mapped

Orchestrates multi-step workflows triggered by CRM events or schedules to generate and distribute files. Vulnerabilities include insecure tool integration with CRM APIs and Google Slides/PowerPoint, potentially allowing unauthorized API execution or template hijacking.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — as an open-source and freemium platform, deployment could range from self-hosted environments to managed SaaS. Key risks involve insecure storage of CRM OAuth tokens and API credentials, and lack of sandboxing during presentation compilation.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — there is no mention of output verification, guardrails, or logging mechanisms to detect anomalous CRM queries or malicious presentation generation.

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

Mentions 'access control' for shared branded pages, but lacks detailed information on enterprise-grade role-based access control (RBAC), credential encryption standards, or compliance certifications (e.g., SOC2).

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — does not explicitly mention multi-agent collaboration or external agent marketplaces, though it operates within a broader ecosystem of CRM and document-sharing platforms.

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