A confident answer and a correct one look identical on the screen. Whether you can check the source is what separates them. Someone on your team asks AI a question about the business. Why margin fell last quarter. Which contracts carry a change-of-control clause. Which accounts look most likely to churn. The answer comes back fluent, specific and ready to repeat in the meeting. There is one question that decides whether you should: where [...]
How to cut reporting time by up to 80%, without replacing the systems your business already uses. The month closes, and the questions start. How did we perform? Which customers are driving margin? Where are costs climbing? Which locations are ahead of plan? What needs attention before the next leadership meeting? The data needed to answer almost always exists somewhere. Finance has it in the ERP, sales has it in the CRM, and operations [...]
How AGS brought 6+ data sources and 15+ KPIs into three Power BI dashboards in 18 weeks. “You guys have blown me away on what BI can do; clearly, we’ve used it very basically.” AGS Team Background American Glass Services (AGS) lacked a consolidated view of operational performance across its combined Glass and Paint divisions. Reporting depended on fragmented Excel processes, limiting leadership’s visibility into backlog, bid pipeline and labor efficiency. [...]
How Rumble used Catalyst to standardize reporting across two FieldRoutes instances and automate financial, sales, and retention insight. “The scope was well managed. You put a ton of work into this, and developed a good product.” — VP, Rumble Pest Solutions Background Rumble Pest Solutions was managing performance reporting across two FieldRoutes instances through fragmented, inconsistent processes. Leadership had limited consolidated visibility into financial, sales, and retention KPIs, and the [...]
The work that eats an afternoon can be done in the time it takes to read this. The report lands. The meeting is later today. Somewhere inside all those pages of numbers, commentary and tables is the story you are going to have to stand up and explain. It might be a board pack, monthly management reporting, a quarterly operations review, a sales pipeline readout. The format changes. The job does not.Before you walk into [...]
One model gives you an answer. Several tell you how much to trust it. There is a simple question worth asking before AI informs any real decision: how do you know the answer is right? Ask a single AI model a question and you get one confident, fluent reply. It looks finished. What it will not tell you is whether another capable model, looking at exactly the same information, would reach the same conclusion. [...]
Your company already has an AI strategy. The opportunity is to make it yours on purpose. Across your business right now, capable people are using AI to move faster. They are summarizing long documents, drafting client replies, checking a contract clause, pulling a set of figures into shape. Most of them are doing it on their own initiative, through personal accounts, ahead of any formal policy. This is what people mean by shadow AI, [...]
A simple question about the information your team used last week. Being able to answer it is the mark of a business that has AI under control. Someone on your team used an AI tool on company information last week. A contract, a customer list, a set of figures pulled for a report. Here is a question that sounds easy and is not: where is that data now? It is a fair assumption that [...]
A version of this question is being asked in most leadership teams right now, usually in a slightly nervous tone. Someone wants to run last quarter's numbers through an AI tool to save an afternoon, and someone else is not sure whether that is allowed. The instinct is to reach for a yes or a no. Is it safe, or is it not. That framing is the problem. Safe or not safe treats this [...]
AI is no longer a future consideration. It is here, it is being used, and for most organizations, it is being used without governance. Finance teams, in particular, face a difficult position. The promise of AI is clear: faster analysis, automated reporting, instant answers from your own data. But the tools most people reach for, public models like ChatGPT, DeepSeek and others, were not built with enterprise data security in mind. The moment someone [...]
