Networks have scaled faster than the systems of record tracking them, and automation built on lagging data fails. Frank McDermott breaks down three forces working against automation, how wrong most inventory data really is, and why fixing the foundation comes before any AI or orchestration layer.

Learn when a simple metered contract is enough and when a power agreement with negotiated rates, usage terms, and PUE constraints protects your margins.

Data center inventory drifts because physical change outpaces record keeping. Discover the 7 root causes and what they cost.

Telecom inventory billing gaps happen when network asset records and billing records disagree. Here are the seven operational and data causes behind them, and how revenue assurance teams close them.

Most operators run order-to-cash on six systems, not one. The stack wins on license price and bleeds cost, speed, and revenue everywhere the systems fail to agree. Learn why Carma is superior to point systems for telecom.

Inventory breaks between CRM and billing because the systems were never one system, and every handoff between them is a place the records stop agreeing.

In most industries, quoting is a lookup. In colocation and telecom, every quote rests on whether the power exists where the customer needs it and whether the route has capacity. Get one answer wrong and you have promised something you cannot deliver, or won a deal that loses money.

Carma has always focused on accurate data, so designers always have a source of truth to work from. Now, we’re introducing powerful technology to make design work faster and easier.