Flamingo

Knowledge Hub.

Comprehensive guides and references for the OpenFrame platform

Frequently Asked Questions

AI Safety

It can be, with governance. Keep a human in the loop on high-risk actions, log every automated step for audit, and choose platforms that keep your data yours with no vendor lock-in. Pilot on internal data first so you catch issues before client systems are involved.

AI MSP

Set a baseline before rollout, then track tickets closed per technician, mean time to resolution, percentage of tickets resolved with no human touch, technician hours reclaimed, and cost per ticket. AI-driven automation commonly cuts operational cost per ticket by 25 to 40%.

MSP AI Agents

Yes, for low-risk categories. MSPs report 10% to 25% of tickets closed without a tech opening them, covering password resets, MFA enrollment, and known installs. Anything needing judgment or touching production data still escalates to a human.
Deployment data on five-person service desks shows $78,000 to $130,000 in annual direct labor savings, roughly 30% fewer escalations, and 15% to 20% better SLA compliance. Savings come from reclaimed capacity, not headcount cuts.

AI for MSPs

AI decouples revenue from headcount. When automation handles routine work, labor costs grow slower than revenue, so margins expand as you scale. The 2026 Kaseya report found 53% of MSPs already automate ticketing, patching, and monitoring to protect margin.