Governance without the guesswork.
One number for the board. Audit-ready evidence. Spend under control.
Your teams are running AI agents faster than anyone can govern them. QControl gives you a single, honest read on how much of that fleet is actually controlled — and a path to close the gap.
Ungoverned agents are an unmanaged liability.
When something goes wrong — a runaway cost, a leaked secret, a destructive action — you need to answer who, what, and how it was controlled. Today, for most agents, there is no answer.
Spend you can't attribute
Agent cost grows faster than anyone forecast, with no per-agent ceiling and no name behind the bill. A problem with no owner is just a shrug.
No forensic trail
When an agent misbehaves, incident response needs a behavioral history — what it did, which tools it called, what data it touched, in what order. Most teams have logs, not evidence.
Compliance exposure
EU AI Act, ISO 42001, SOC 2, NIST AI RMF — auditors are starting to ask what controls you have on autonomous agents. 'We think we're covered' is not an answer.
A blind spot you can't price
Some agents are monitored, some are dark. You can't claim a healthy posture while a share of the fleet — and its spend — is invisible.
A governance program you can prove.
One board-legible number
A governance index — the share of the fleet that's actually controlled and monitored — with a trend and a target. A number you can open up and inspect.
At-risk spend, reduced on purpose
See exactly how much spend flows through ungoverned or risky agents, then watch it fall as you bring those agents under control.
Audit-ready evidence packs
Findings auto-mapped to control frameworks, exportable as a document you'd hand a regulator. Evidence — not a conformance claim.
Cost ceilings & chargeback
Set per-agent and per-user spending caps with breach alerts, and attribute spend to the people behind it so chargeback debates have names attached.
The three forces converging on your desk.
Sprawl
Agents are no longer one chatbot. Dozens of autonomous agents now touch finance, engineering, support, and data — each with real permissions.
Incidents
Agents are shipping to production with controls that are suggestions, not gates. The failures are public, and they are expensive.
Regulation
The EU AI Act, ISO 42001, and NIST AI RMF all now expect documented, demonstrable control over autonomous systems.
Where this fleet stands — and where it's heading.
Honest by design
Estimates are labeled as estimates. Unverified identities are labeled as unverified. Projected controls are labeled as projected. That's what makes the rest trustworthy.
Works with what you have
QControl produces signal; your existing SIEM, identity, and GRC tools act on it. No rip-and-replace.
A brochure page for each part of the control plane.
The same product, told one surface at a time — each page names a problem, the persona's pain, and how that surface resolves it.
Security
Finance & Executive
Engineering & cross-seat
Bring your agent fleet under control.
See your governance index, your at-risk spend, and your path to target in one read.