Automating Cloud Network
Operations with Claude AI.
How Saena AI Group deployed a 17-agent Claude AI system for a cloud security and infrastructure firm in a highly regulated industry.
The Client
Konekti Systems is a cloud security and infrastructure firm based in Tysons, Virginia, helping organizations in regulated industries — including FinTech and manufacturing — secure and automate their cloud environments across multi-cloud and hybrid architectures.
The Challenge
As Konekti's client base grew, managing network workflow operations at scale became increasingly manual and time-consuming. Engineers were spending significant hours on repetitive operational tasks — configuration management, compliance reporting, security assessments, and infrastructure provisioning — work that required deep expertise but didn't need to be done by hand every time.
Workflow Optimization Audit
| Workflow module | Volume | Manual Before (hrs) | Claude After (hrs) | Saved (hrs) |
|---|---|---|---|---|
| Compliance reporting | 2.3 reports | 14 | 1 | 13 |
| Config changes and provisioning | 30 changes | 45 | 10 | 35 |
| Security and CVE assessments | 2.5 assessments | 10 | 2.5 | 7.5 |
| Incident triage | 20 incidents | 15 | 3.3 | 12 |
| Total | 84 | 17 | 65 |
"We'd hit the point where every client meant another senior engineer spending their week on compliance reports and config changes. Now that work runs continuously, around the clock, the way our client's playbooks already described it, and engineers spend their time on the problems clients actually hire us for."
The Solution
Saena AI Group designed and deployed a 17-agent Claude AI system to automate Konekti's core network workflow operations. Each agent handles a specific operational task — from infrastructure provisioning and compliance checks to security reporting and incident triage — working together as a coordinated system that runs in production around the clock.
The system was built using Claude's API, with agents designed to reflect Konekti's existing operational playbooks and compliance requirements. No platform lock-in, no rearchitecting of existing infrastructure — the agents work within Konekti's current environment.