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← PitchBob.io

PitchBob.io — agentic threat model

7.8AIVSS 7.8 · High

PitchBob.io presents a moderate security risk primarily centered on the exposure of sensitive, pre-public startup intellectual property and potential unauthorized access to integrated platforms like Notion.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 6.5AARS uplift 1.29Factor sum 3.7/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.30
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.40
Persistent Memory
0.50
Contextual Awareness
0.50
Dynamic Identity
0.20
Multi-Agent Interactions
0.10
Non-Determinism
0.70
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✓ mapped

Uses GPT-based logic for pitch generation and Q&A simulation. Threats include prompt injection to bypass paywalls or generate malicious/fraudulent business proposals, and model hallucinations leading to inaccurate market data.

L2 · Data Operations✓ mapped

Processes highly sensitive, proprietary startup ideas and business plans. Integration with Notion introduces risks of data exfiltration or unauthorized access to the user's knowledge base.

L3 · Agent Frameworks✓ mapped

Orchestrates multi-step pitch generation and interactive Q&A. Vulnerabilities could allow prompt injection to hijack the Notion integration or manipulate the PDF export tool.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — details about hosting, API security, and PDF generation sandboxing are omitted. Standard risks include SSRF or local file inclusion via the PDF export utility.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — no mention of input/output guardrails, logging, or monitoring to detect abuse, such as users generating spam or fraudulent investment decks.

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

Not certain from the listing — compliance with data privacy standards (like GDPR for startup IP) and secure OAuth handling for Notion are not detailed.

L7 · Agent Ecosystem✓ mapped

Primarily operates as a single-agent assistant. Risks are limited to direct integrations (Notion API) rather than complex multi-agent ecosystems.

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