AI does the routine work. Engineers approve every change.
We run an AI-assisted operations platform in production for two trading clients today. It handles the repeatable parts of implementation and operations: collecting state, comparing it against a known-good baseline, drafting the fix and writing the report. An engineer decides what happens next.
What it does on a given morning
- Premarket network checkouts
- Every switch, feed and session checked before the open, with a report to your team.
- Switch audits
- Configs scored against CIS benchmarks, with a phased remediation plan.
- Err-disabled port recovery
- Ports found and recovered on approval, not left for a morning ticket.
Engineer-approved - Credential-spray monitoring
- Repeated failed VPN logins spotted and flagged, so an engineer can act before an account is at risk.
- CVE intelligence
- New vulnerabilities matched against the devices and software versions you actually run.
- Change plans from live state
- Plans drafted from the running configuration, so the plan matches what's on the device.
Engineer-approved - Client reporting
- Capacity, incident and monthly hours reports built from tickets and telemetry.
Automation proposes. An engineer approves.
Anything that would change a client device stops at an approval step. The engineer sees the plan, the evidence it was built from and how it will be checked and rolled back, then approves or sends it back. Read-only work, such as checks, audits and reports, runs without waiting.
That split keeps the speed of automation on the routine work without handing it your production network.
On the roadmap
These are plans, not shipped features:
- The same automation, packaged as a platform that smaller financial and enterprise firms can run with us.
- Approvals from iOS and Android, so an engineer can approve a change from a phone.
See the services it supports: network engineering and datacenter smart hands.
Questions about the automation.
Can the automation change our network on its own?
No. It collects state, compares it with a known-good baseline and drafts a plan. Nothing changes on a client device until an engineer approves it.
Does it replace engineers?
No. It does the collecting, comparing, drafting and reporting. Design decisions, approvals, root cause on incidents and every conversation with your team stay with an engineer.
Can we buy the platform on its own?
Not yet. Today it runs as part of our engineering service for trading clients. Packaging it as a platform for smaller financial and enterprise firms, with approvals from a phone, is on our roadmap.
Talk to an engineer, not a sales queue.
Tell us what you're running and where. An engineer will get back to you within one business day.