AI agents are multiplying faster
than anyone can govern them.
Every team is shipping agents — built in-house, embedded in the SaaS you buy, wired to your most sensitive systems. Most run with broad standing access, no human oversight and no record of what they did. That's the gap agentctl closes.
Discover. Govern. Secure. Audit.
Four capabilities, one control plane — the full lifecycle of running autonomous agents safely.
You can't govern what you can't see.
agentctl continuously discovers every AI agent across your enterprise — built in-house on ZAK or any framework, embedded in the SaaS you buy, or spun up by a team last week. Each one is inventoried with its model, owners, tools, data scopes and a live risk score.
- Auto-discovery across agent frameworks, SaaS apps and cloud accounts.
- Live inventory — owner, model, tools and exactly what data each agent can reach.
- Risk scoring that surfaces over-privileged and shadow agents first.
- Drift detection when an agent's behavior, scope or spend changes.
| Agent | Access | Risk | Status |
|---|---|---|---|
| vuln-triage | EDR · Jira | LOW | Governed |
| support-copilot | Zendesk · KB | MED | Governed |
| data-insights | Snowflake · BI | HIGH | Flagged · PII |
| invoice-bot | ERP · Email | MED | Pending |
| code-reviewer | GitHub · CI | LOW | Governed |
Set the rules once. Enforce them everywhere.
Define what each agent is allowed to do — which tools and data it can touch, which actions need a human, what's outright denied — in a policy you can actually read. agentctl enforces it inline on every action, in real time, the same way across every agent.
- Human-readable policy as code — versioned and reviewed in git.
- Allow / approve / deny rules per agent, tool and data scope.
- Human-in-the-loop approvals for high-risk or irreversible actions.
- Rate limits, budgets and time-of-day windows out of the box.
Least privilege, guardrails and a kill-switch.
Every agent runs with only the access it needs — scoped, short-lived credentials, never standing keys. Guardrails catch prompt injection, secret leakage, data exfiltration and anomalous behavior. And if something goes wrong, one click stops the agent instantly.
- Scoped, short-lived credentials — no broad standing access.
- Guardrails for PII, secrets, prompt injection and exfiltration.
- Anomaly detection on behavior and spend, with live alerts.
- Instant kill-switch on one agent — or every agent — org-wide.
Prove what every agent did — to anyone who asks.
Every decision and action is written to a tamper-evident, hash-chained ledger. Reconstruct exactly what an agent did, why it was allowed, and who approved it — then export the evidence for security, risk and regulators in a click.
- Tamper-evident, hash-chained record of every action.
- Full decision context — policy, inputs and approver on every entry.
- One-click evidence export and ready-made compliance reports.
- Real-time alerts the moment a block or violation occurs.
Live in an afternoon.
Start read-only, see everything, then turn governance on at your own pace. No rip-and-replace, no code changes to your agents.
Connect
Point agentctl at your frameworks, SaaS apps and cloud accounts. Read-only to start — zero disruption.
Discover
It inventories every agent, maps its access, and scores each one's risk automatically.
Govern
Apply a policy template or write your own, switch on guardrails, and set who approves what.
Audit
Every action now flows through the ledger. Watch live, get alerted, export evidence on demand.
Everything you need to run agents safely.
One platform instead of a dozen half-built internal tools.
Agent inventory
A single source of truth for every agent, owner and access scope.
Policy engine
Allow / approve / deny rules, enforced inline on every action.
Identity & access
Scoped, short-lived credentials issued per agent — no standing keys.
Human-in-the-loop
Route high-risk actions to the right approver, with full context.
Guardrails
Block PII leaks, secret exposure, injection and exfiltration in flight.
Anomaly detection
Behavior and spend baselines that flag drift before it's a problem.
Kill-switch
Stop one agent or every agent instantly, across the whole org.
Audit ledger
Tamper-evident, hash-chained record of every decision and action.
Cost controls
Budgets, rate limits and per-agent spend alerts that actually hold.
Integrations
Works with any agent framework, model provider or downstream tool.
SSO & RBAC
Enterprise sign-on and role-based access for your whole team.
Compliance reports
Evidence mapped to the frameworks your auditors already use.
Bring the agents you already have.
agentctl is framework- and model-agnostic. It governs what you've built on ZAK and everything else, side by side.
Frameworks
Models
Tools & data
One control plane, every team.
Security owns the guardrails. Every team gets to move fast inside them.
Govern the whole fleet
See every agent, enforce least privilege, and answer "what can this thing actually do?" — with evidence, not guesses.
Ship agents without the risk reviews stalling you
Policy templates and scoped credentials mean new agents go live in guardrails by default, not after a three-week security sign-off.
Let agents touch data — safely
Fine-grained data scopes and PII guardrails keep analytical agents productive without putting customer data at risk.
Automate with a safety net
Refunds, account changes and other sensitive actions route to a human when they cross your thresholds.
Keep spend and actions in bounds
Budgets, rate limits and approvals on anything that moves money or hits a system of record.
Be audit-ready by default
A complete, tamper-evident trail mapped to your frameworks — exportable the moment an auditor asks.
Built for the way AI is being regulated.
agentctl maps agent oversight to the controls and frameworks your auditors and regulators already expect.
Build with ZAK.
Govern with agentctl.
ZAK is where you build and run governed AI agents for security. agentctl extends that same governance to every AI agent your enterprise runs — across security and far beyond. Move fast on agentic AI without losing control.
Things teams ask us first.
Does agentctl work with agents we didn't build on ZAK?
Yes. agentctl is framework- and model-agnostic — it governs agents built on ZAK, LangChain, CrewAI, AutoGen or your own stack, plus agents embedded in the SaaS you buy. If it takes actions, agentctl can discover and govern it.
Will it slow our agents down?
Enforcement is inline and lightweight. Policy checks add single-digit milliseconds, and discovery and auditing run out of band — so your agents stay fast while everything they do is governed and recorded.
Do you see our sensitive data?
agentctl operates on agent metadata, policy decisions and action records. Sensitive payloads can stay inside your environment, and PII guardrails redact what doesn't need to leave it. Deployment options include keeping the data plane entirely in your own cloud.
How fast can we deploy?
Read-only discovery is live in an afternoon — connect your accounts and watch the inventory populate. You turn on policies, guardrails and approvals when you're ready, agent by agent.
What happens when an agent misbehaves?
The offending action is blocked by policy or guardrail, the right people are alerted in real time, and you can throttle or kill the agent in one click — while the full context is captured in the ledger for review.
Is it only for security agents?
No. agentctl governs every agent across the business — support, data, finance, engineering and more. Security owns the guardrails; every team operates safely inside them.
