By Dave Hoekstra, Product Evangelist at Calabrio
When it comes to contact centers, I’ve pretty much seen it all. I started my journey back in the ’90s as an agent and worked my way through just about every role a contact center has to offer. Eventually, that winding path led me to my favorite role of all: Product Evangelist at Calabrio.
Being an evangelist gives me the pleasure of sharing what I’ve learned with the folks in this industry – yes, I say “folks,” but that’s what happens when you’re a father, grandfather, bassist, photographer, podcaster… and a Texan. After more than 20 years in the contact center world, I’ve developed a unique perspective on the tools, technology, and challenges today’s CX teams face, and I look forward to every chance to talk about them.
If you had shown 1997-me a modern contact center, I’m not sure I would have believed it. Back then, I was a brand-new agent taking calls for Airtouch Paging, wearing a wired headset, staring at a CRT monitor the size of a microwave, and managing customers who couldn’t yet pay their bills online. Phones sat firmly on desks, schedules were printed on paper, and agents had zero flexibility.
Fast-forward to 2025: agents clock in from home, headsets are wireless, customers interact across half a dozen channels, and AI can summarize an entire day’s interactions faster than I could sort my inbox.
The world has changed, and so has contact center technology.
At the recent Five9 CX Summit, I shared how Calabrio partnered with a fast-growing customer to modernize their Quality Management (QM) and Workforce Management (WFM) strategy. But more than showcasing tools, my goal was to show how real transformation happens: step by step, intentionally, and with the right strategy behind it. Here’s that journey.
From Manual to Modern: The Four Stages of QM Evolution to Conversation Intelligence
Stage 1: Manual Evaluation & Limited Insight
Even today, many organizations still live in this world. Everything is recorded, but only 1–2% of calls ever get reviewed. Evaluations are manual, time-consuming, and often biased. And because you’re only hearing the tiniest slice of interactions, you miss the bigger story.
It’s not wrong, it’s simply the limit of what manual processes can accomplish.
Stage 2: Introducing Transcription
This is where things start to get exciting.
With transcription, every call becomes searchable. Suddenly, you’re not randomly selecting interactions; you’re targeting them. Want to find every call where a customer says “frustrated”? You can. Want to identify sentiment trends? Done.
Machine learning begins to surface patterns, and teams finally get a reliable view of what’s happening across all interactions.
Stage 3: Omnichannel Analysis
Voice is no longer the only game in town.
Customers email, chat, message on WhatsApp, talk to bots, and even interact through social channels. To understand the full customer experience, analytics must span every touchpoint.
At this stage, organizations embrace conversation intelligence, unifying signals across channels and leveraging capabilities like AI-powered interaction summaries to save hours of manual work.
Stage 4: Auto-QM and 100% Coverage
This is the future, and it’s available today.
AI now evaluates every interaction across voice and digital channels, identifying patterns, coaching opportunities, and compliance risks automatically. Instead of guessing how your agents perform, you know. Instead of hunting for coaching moments, they surface instantly.
Auto-QM eliminates random sampling entirely. It’s consistent, unbiased, and transformative.
The Workforce Management Journey: From Spreadsheets to Calabrio Workforce Intelligence
Stage 1: Manual Forecasting & Scheduling
One of our joint Calabrio x Five9 customers operated with a team of 225 agents, and their WFM process lived in spreadsheets.
Spreadsheets are powerful, but they’re not designed for large, multi-channel operations. As volume grew, staffing became uneven, forecasting became guesswork, and manual scheduling ate up hours every week. They knew they needed something better.
Stage 2: Modern WFM Foundations
With Calabrio’s out-of-the-box Five9 integration, we helped them modernize quickly:
- Automated forecast creation
- Sophisticated schedule generation
- Self-service capabilities like time-off requests and shift trades
- Real-time adherence tracking
- Notification tools for supervisors and agents
Suddenly, WFM wasn’t reactive, it was strategic.
Stage 3: AI-Enhanced WFM
Once the foundation was set, the transformation accelerated.
Daily AI-generated forecasts became the norm. Intraday alerts helped teams react in minutes instead of hours. Agent coaching became automated. And then came one of the biggest game-changers of all:
Full Agent Self-Scheduling
As a former agent, let me tell you, being able to move your own breaks and lunches is huge. It empowers agents, reduces admin load, and improves satisfaction without sacrificing coverage.
This is where modernization stops feeling like “new software” and starts feeling like a culture shift.
Stage 4: Calabrio Workforce Intelligence
This final stage brings AI, analytics, and scheduling together into one powerful engine. Instead of forecasting only by queue or skill, AI helps forecast by topic – a completely new level of visibility. If call volume suddenly spikes between 8:00 and 8:30, you’ll know why. Maybe a store closed unexpectedly. Maybe a promotion dropped. Maybe your chatbot encountered an issue.
This is clarity WFM teams have wanted for decades, and now it’s finally possible. This is Calabrio Workforce Intelligence.
Bringing It All Together: A Future Where Teams Do More, Not More Work
When you eliminate manual QM and WFM tasks, you free your teams to focus on what matters:
- Improving customer experience
- Coaching more effectively
- Understanding customer trends
- Contributing strategically to the business
AI doesn’t replace people, it removes the busywork so people can do the work that moves organizations forward.
Want to Explore What’s Possible for Your Team?
If you’re ready to modernize your QM or WFM, or you’re simply curious where your organization falls on the maturity curve, please reach out. We’d love to chat.
And just for fun: If you email me at [email protected] and say, “I read this blog post – send me my gift!”, I’ll send something your way. Promise!
Thanks for reading, and thanks to everyone who joined us at the Five9 Summit. Let’s keep transforming the contact center, one intelligent step at a time.
