Operations | Monitoring | ITSM | DevOps | Cloud

What does AlloyScan improve over Alloy Discovery? See how the two compare and what AlloyScan brings to modern IT environments. AlloyScan builds on Alloy Discovery’s proven discovery and audit capabilities and brings them to a modern, browser-based platform. It keeps the familiar collection approaches customers already know while making inventory easier to access, manage, analyze, and connect with other systems.

Incident management used to be easier to picture: an alert arrived, a ticket opened, a support team followed a process, and service returned. Today’s incidents move across cloud platforms, SaaS applications, networks, identity services, observability tools, ITSM queues, and engineering teams. The fundamentals still matter, though. Clear process, ownership, communication, and learning matter more when the environment becomes harder to understand. What has changed is how teams execute them.

Why does a switch port look healthy on every dashboard while people on that floor keep reporting dropped calls and slow file transfers? Often the cause is CRC errors, a port counter that most dashboards do not show by default. Each CRC error means a unit of data arrived damaged and the switch discarded it. Put simply, a CRC error tells you the receiving device noticed the data changed somewhere in transit.

Most bandwidth problems get investigated after the complaints arrive, and by then the traffic that caused them has moved on. The numbers you need sit in several places at once. A laptop knows its own traffic. The router knows what leaves for the internet, and only the switches see how much network bandwidth moves inside the building. Checking bandwidth usage at the right layer saves hours of guessing. Most of the methods ship with hardware you already own.

Enterprises are running AI agents nobody has counted, holding credentials nobody reviewed, taking actions nobody can audit. AgentIQ governs what agents are allowed to do at the moment of action—inside the execution flow—not after the fact through a gateway watching from outside.

TypeSafe AI released Jev in September 2026 to do one thing: make decisions. Give it a state (a string or a JSON object) plus a set of typed questions, and it returns typed answers with probabilities. It never explains itself, and that constraint is the whole idea. Evaluation pipelines have spent the last two years asking text generators for yes/no verdicts, wrapping the reply in a JSON schema, and paying generation prices for what amounts to a single bit.