QControl: The Cost of Trust
Executive business case — AI agents are your fastest-growing unmanaged risk. Zero jargon. All business outcomes.
Section 1 -- Hero
AI Agents Are Your Fastest-Growing Unmanaged Risk
They access credentials, connect to production systems, and execute commands — with no audit trail, no access control, and no kill switch.
73%
of enterprises have developers using AI coding agents today
0%
have runtime controls on what those agents do
$4.88M
average cost of a data breach in 2024 (IBM)
THE EXPOSURE
What Your AI Agents Can Do Today -- Without Oversight
Read Any Credential
Agents routinely access .env files, API keys, database connection strings. No access control distinguishes agent reads from human reads.
One compromised agent session exposes every secret on the endpoint.
Connect Anywhere
Agents make outbound HTTP calls to any destination. No allowlist. No approval flow. No logging of which agent called which service.
Your agent could be exfiltrating data to an external endpoint right now. You'd never know.
Execute Destructive Commands
Agents run shell commands, call APIs, modify databases. No confirmation gate. No human-in-the-loop for irreversible actions.
A single agent command can delete production data, push to main, or modify infrastructure.
Operate Without Identity
Your network sees a TLS connection. Your EDR sees a process. Neither knows an AI agent is driving, which user launched it, or what task it was given.
You can't enforce policy on activity you can't attribute.
INCIDENTS
This Isn't Theoretical
Production database deleted by AI agent in 9 seconds. 3 months of customer data unrecoverable. Agent confessed which safety rules it violated.
Agent ignored explicit halt instruction ("DO NOT RUN ANYTHING"), continued executing commands.
$57K CMS deletion by autonomous coding agent.
Multiple reports of agents executing destructive operations despite documented safety guardrails.
Bottom line: Safety rules in agent configurations are not enforceable controls. They're suggestions the agent can -- and does -- ignore.
COMPLIANCE
Your Auditor Will Ask About This
SOC 2 / ISO 27001
Access control requirements don't distinguish between human and agent access. If an agent can read credentials without policy enforcement, you have a control gap your auditor can flag.
GDPR / CCPA
Agents processing customer data without documented controls or data processing agreements. Automated decision-making without adequate safeguards.
Industry-Specific
HIPAA (agent access to PHI), PCI DSS (agent access to cardholder data), financial regulations (agent-initiated transactions without approval workflows).
The question isn't whether regulators will address AI agent governance. It's whether you'll be ready when they do.
THE SOLUTION
QControl: See What Agents Do. Stop What They Shouldn't.
Three capabilities. No technical integration required.
Find Every Agent
Know exactly which AI agents are running across your organization. Including the ones embedded in developer tools that nobody installed through IT.
See What They're Doing
Every file read, every network connection, every command executed. Attributed to the agent, the user, and the session. In real time.
Enforce Policy at the Moment of Decision
Block credential access. Restrict which destinations agents can reach. Require human approval for destructive operations. Feed context to your existing security tools.
BUSINESS CASE
The Math Is Simple
Cost of One Incident
Data breach
$4.88M average (IBM 2024)
Regulatory fines
Varies by jurisdiction and framework
Customer churn
Trust recovery takes years
Remediation labor
Weeks of engineering and legal time
Reputational damage
Public disclosure, press coverage
Executive liability
Personal accountability for control gaps
Cost of QControl
Single binary deployment
No infrastructure changes
Deploys in hours, not months
Works with your existing security stack
QControl doesn't replace your security tools. It makes them work for AI agents the same way they work for everything else.
INTEGRATION
Works With What You Already Have
EDR
CrowdStrike
SentinelOne
MS Defender
SIEM
Splunk
Sentinel
Elastic
Identity
Okta
Duo
Azure AD
Network
Cisco
Palo Alto
Zscaler
LLM Gateway
Portkey
Helicone
QControl produces signal. Your existing enforcement layer acts on it. No rip-and-replace.
GETTING STARTED
Deployed in Hours. Not Months.
Install
Single binary, no dependencies, no agents to configure, no cloud infrastructure required.
Discover
Automatically finds every AI agent running on the endpoint. Reports what it finds.
Enforce
Load policies. Start seeing what agents do. Block what they shouldn't.
Most teams go from install to first policy enforcement in under a day.
Your Agents Are Running Right Now
Find out what they're doing