Resources

By Karen Elliott, CEO/Cofounder, Cinareo AI is starting to show up more in workforce management and capacity planning. As new capabilities emerge, it is clear that the industry is exploring how these technologies can enhance planning workflows in practical ways. This is an exciting development. At the same time, capacity planning sits in a unique category of decision-making, one where precision, transparency, and repeatability are essential. Planning models inform real-world

By Mark Alpern, COO, Cinareo. This article reflects patterns we see repeatedly when reviewing real-world staffing models across contact center environments. In many of these environments, the largest source of staffing error is not forecast accuracy, but how abandonment and retries are treated, or ignored, in the underlying model. Despite decades of technological change in contact center operations, Erlang-based staffing models remain the de facto standard for determining f

By Karen Elliott, CEO, Cinareo. In capacity planning software, complexity has become a proxy for credibility. It seems like more exposed variables and more buttons and functions sends the message: if it’s complicated, it must be accurate. After years of building a planning system, I’ve come to believe the opposite. Complexity is the easiest thing to promote. Clarity is the hard part. And when complexity becomes the interface, planning slows, trust erodes, and decision-making

Key Insights from Cinareo’s Recent Conversation with Industry Experts Mark Alpern and Daniel Piper This article is the fourth and final part in our series exploring key themes from Cinareo’s recent conversation with workforce planning experts Mark Alpern and Daniel Piper. Workforce plans often lose traction the moment they reach executive leadership. Not because the work was wrong, but because leaders are being asked to make decisions on information that does not clearly tran

Why Complex Tools Miss the Mark and How to Find What Works , a thought leadership paper by Karen Elliott . Unnecessarily complex...