Enforcement that agents can't bypass.
Auctra is the governance layer for enterprises putting AI agents into production.
Watching isn't stopping.
Most AI security tools fire an alert after the agent has already moved money, exfiltrated data, or dropped the table. By the time anyone reads the log, the action is done.
Asking the model nicely isn't a control.
Telling an agent to refuse in its instructions is a suggestion, not a guarantee. Anything that nudges the model — a clever prompt, a new model version, a bad day — routes around it.
Dashboards aren't decisions.
You can record everything an agent does and still let the next bad action through. Auditors want a control. Observability is evidence at best.
Agents are now spending money, merging code, and changing customer records inside enterprises. The controls that worked when humans were in the loop assume a slow, accountable person on the other end. That assumption is gone.
| Approach | Stops the action | Holds up under attack | Audit a regulator trusts | Covers every surface |
|---|---|---|---|---|
| Instructions in the promptA request to the model. No enforcement at all. | — | — | — | — |
| Monitoring and detectionSees the action. Records it. Doesn't stop it. | — | — | ||
| Device-level controlsBlocks on the laptop. Blind to everything the agent does off it. | — | — | ||
| AuctraDecides before the action lands. Across every surface. With an audit trail you can defend. |
Instructions in the prompt
A request to the model. No enforcement at all.
- Stops the action
- —
- Holds up under attack
- —
- Audit a regulator trusts
- —
- Covers every surface
- —
Monitoring and detection
Sees the action. Records it. Doesn't stop it.
- Stops the action
- —
- Holds up under attack
- Audit a regulator trusts
- —
- Covers every surface
Device-level controls
Blocks on the laptop. Blind to everything the agent does off it.
- Stops the action
- Holds up under attack
- Audit a regulator trusts
- —
- Covers every surface
- —
Auctra
Decides before the action lands. Across every surface. With an audit trail you can defend.
- Stops the action
- Holds up under attack
- Audit a regulator trusts
- Covers every surface
Watch
Auctra is in the path of every action an agent tries to take — across the surfaces enterprises actually deploy on.
Decide
A policy you set decides what's allowed before the action happens. Same situation, same answer, every time.
Prove
Every decision is recorded in a log you can hand to a regulator, an auditor, or a board — and replay step by step.
Get in touch.
We’d like to hear from people building in this space, and from teams running into these problems with agents in production.