We Jailbroke Grok's AI Companion: Ani
How prompt injection exposed latency, QA, and guardrail failures
At Hamming, we red-teamed Grok's AI companion using prompt injection testing, uncovering critical security vulnerabilities and performance issues. Learn how continuous testing and observability keep voice agents safe.

How We Broke Grok
A step-by-step breakdown of our prompt injection attack
Set Up Red Team Testing
We ran 14 test calls against Grok's AI companion Ani, designed to probe its safety systems and measure reliability metrics.
Our goal: test how easily a production voice agent could be manipulated using prompt injection techniques.
What We Learned
Key takeaways from our red teaming experiment
| Issue | Signal Observed | Risk | Details |
|---|---|---|---|
| Performance Failures | TTFW averaged 4.5s vs 1.5s target | Broken UX | Long periods of silence affected the voice user experience. In a customer setting, these breakdowns would feel like the agent had simply stopped listening. |
| Prompt Adherence Failures | Agent ignored safety defaults | Unsafe behavior | The agent routinely broke expected behaviors, ignoring its own constraints. Instead of reverting to safe defaults, it followed the injected prompts. |
| Guardrail Failures | Jailbreak bypassed constraints | Reputational & legal exposure | Most critically, the agent was jailbreakable. By reframing its role as a human, we bypassed safety systems completely. |
Why Voice AI Security Matters
Voice agents handle sensitive interactions in real-time. Security isn't optional.
Reputational Risk
A jailbroken voice agent can say things that damage your brand. One viral clip of an agent gone wrong can undo years of trust.
Compliance Exposure
Voice agents in healthcare, finance, and enterprise must meet strict compliance requirements. Security failures mean regulatory risk.
Real-time Stakes
Unlike chatbots, voice agents operate in real-time with no review step. A compromised agent can cause harm before anyone notices.
The bottom line: If you're deploying voice agents, red teaming isn't optional—it's essential.
Frequently Asked Questions
Common questions about voice AI security and jailbreak testing
We used prompt injection techniques to override safety constraints. By layering personal details, quirks, and behavioral rules, we convinced the model to give unfiltered opinions on humanity. The point was to show how easily a voice agent can drift without proper testing and observability.
Voice agents handle sensitive customer interactions in real-time. Without deliberate attempts to break guardrails, it's impossible to see how easily agents can be manipulated. Red teaming is critical—you can't protect against what you haven't tested.
Track guardrail effectiveness, prompt adherence rates, safety policy violations, response quality under attack, and latency impacts. These metrics provide visibility into your agent's security posture with actionable insights.
Hamming provides automated red teaming and security testing for voice agents. We simulate adversarial scenarios, test prompt injection attacks, and monitor guardrail effectiveness in both testing and production environments.
A comprehensive test suite should include prompt injection attempts, role-playing attacks, instruction override tests, guardrail boundary testing, and persona manipulation scenarios. Test across different attack vectors and monitor for policy violations.
Related Resources
Deep-dive into best practices, guides, and insights for voice AI security and red teaming.
AI Voice Agent Compliance & Security
Security best practices for enterprise voice agent deployments.
Read articleAn Introduction to Voice Agent Guardrails
How guardrails protect voice agents from compliance and security risks.
Read articleMonitor Voice Agents in Production
End-to-end guide to production voice agent monitoring with Heartbeats.
Read articleHow to Monitor Voice Agent Outages in Real-Time
Setting up alerts and observability for voice agent reliability.
Read articleVoice Agent Observability
Building observability into every layer of your voice agent stack.
Read articleSOC 2 Compliance for Voice AI
How Hamming achieved SOC 2 compliance for enterprise voice AI testing.
Read article