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Pitch Deck Agent — agentic threat model

7.4AIVSS 7.4 · High

The Pitch Deck Agent poses moderate security risks primarily centered on the confidentiality of sensitive startup IP and business plans. Its integration of web-based market research and file generation (PPTX/PDF) introduces vectors for prompt injection and server-side vulnerabilities, requiring robust input sanitization and secure document rendering.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 0.95Factor sum 2.7/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.30
Goal-Driven Planning
0.40
Self-Modification
0.00
Dynamic Tool Use
0.30
Persistent Memory
0.20
Contextual Awareness
0.50
Dynamic Identity
0.00
Multi-Agent Interactions
0.00
Non-Determinism
0.60
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 — likely utilizes commercial LLMs for text generation and layout planning. Vulnerable to prompt injection via user Q&A or market research data, which could lead to misaligned, inappropriate, or biased slide content.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes user-provided startup details and external market research data. Vulnerable to data exfiltration of sensitive pre-funding IP, and potential data poisoning if external market research sources are manipulated.

L3 · Agent Frameworks⚠ not certain from listing

Not certain from the listing — orchestrates Q&A, research, and slide generation. Vulnerable to insecure tool integration (e.g., file generation libraries for PPTX/PDF) and prompt injection via the market research tool.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — hosts the web application and file generation services. Vulnerable to server-side request forgery (SSRF) during market research or container compromise during PDF/PPTX rendering.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of continuous monitoring, guardrails, or evaluation frameworks to detect drift or malicious inputs.

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

Not certain from the listing — closed-source, freemium tool with no explicit compliance certifications (like SOC2) or data privacy guarantees for sensitive startup business plans.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — operates as a standalone vertical agent with no explicit multi-agent or marketplace interactions.

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