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← KaiCalls

KaiCalls — agentic threat model

9.1AIVSS 9.1 · Critical

KaiCalls exhibits moderate-to-high agentic risk due to its direct integration with telephony and SMS channels, which can be abused for toll fraud, social engineering, or data exfiltration via prompt injection.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 8.5AARS uplift 0.65Factor sum 4.3/10Threat ×1.0Mitigation ×1.0
Autonomy of Action
0.70
Goal-Driven Planning
0.40
Self-Modification
0.10
Dynamic Tool Use
0.60
Persistent Memory
0.50
Contextual Awareness
0.50
Dynamic Identity
0.30
Multi-Agent Interactions
0.10
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 LLMs for speech-to-text, intent parsing, and text generation. Vulnerable to voice-based prompt injection (VUI) or SMS-based injection, which could manipulate the agent's routing logic or response content.

L2 · Data Operations⚠ not certain from listing

Not certain from the listing — processes and stores call transcripts, SMS history, and contact details. Vulnerable to unauthorized access or exfiltration of sensitive customer conversations and PII.

L3 · Agent Frameworks✓ mapped

Orchestrates call routing, SMS dispatch, and follow-up tasks. Vulnerable to tool misuse where an attacker manipulates the agent via conversation to send unauthorized SMS messages or route calls to external, malicious numbers.

L4 · Deployment & Infrastructure⚠ not certain from listing

Not certain from the listing — requires integration with telephony infrastructure (e.g., Twilio or SIP trunking). Vulnerable to API key exposure, webhook hijacking, or unauthorized access to the hosting environment.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — requires robust logging of call flows and SMS history to detect anomalies, toll fraud, or spamming behavior. Lack of visibility could lead to undetected abuse of the business phone number.

L6 · Security & Compliance (cross-cutting)✓ mapped

Handles communication data subject to privacy regulations (GDPR, CCPA) and telecom regulations (TCPA). The listing does not specify built-in compliance controls, access controls, or audit logging for call recordings.

L7 · Agent Ecosystem⚠ not certain from listing

Not certain from the listing — primarily functions as a standalone virtual secretary, but may interact with external CRMs or calendar systems to perform follow-up tasks, introducing integration trust risks.

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