As AI agents become a permanent fixture in customer service operations, Calabrio is betting that quality management can no longer live inside platform silos.

The workforce and conversation intelligence company has launched Calabrio Omni Agent Intelligence, a new capability embedded within Calabrio ONE that provides a single, vendor-agnostic view of quality and performance across both human agents and AI agents. The solution is already available to Calabrio ONE customers and supports all major CCaaS, CRM, ITSM, and AI agent platforms.

Why It Matters: AI Has Outpaced Quality Governance

Contact centers today operate with a blended workforce—human agents, AI agents, and AI assistants—spread across multiple systems. But performance and quality are often measured separately, depending on the platform.

That fragmented approach creates blind spots.

Leaders may see how an AI bot performs in isolation, but not how it impacts human workload, sentiment, handle times, or customer outcomes across the full journey. According to Calabrio, that gap limits accountability and makes it difficult to understand whether automation is actually improving CX—or quietly degrading it.

One Quality Framework Across the Entire Stack

Omni Agent Intelligence acts as a unified AI quality layer, standardizing interaction data from disparate platforms into a single view of agent performance. Unlike platform-specific analytics, it applies a shared quality framework across both AI and human agents, while still allowing scoring criteria to be tailored by agent type.

This enables organizations to:

• Compare AI and human agent performance consistently

• Identify weak handoffs between automation and people

• Detect underperforming AI agents early

• Measure how automation affects sentiment, AHT, and outcomes

“Customer service can’t keep treating people and AI as separate worlds,” said Calabrio CEO Dave Rhodes. “Omni Agent Intelligence lets leaders see how teams and technology actually work together—and make decisions based on real insight instead of guesswork.”

Built for Constantly Changing Tech Stacks

As enterprises experiment with AI agents from multiple vendors—and frequently change CCaaS platforms—quality programs often break or require expensive custom BI work.

Calabrio positions Omni Agent Intelligence as a more durable alternative. Delivered within Calabrio ONE, it functions as a quality control tower, maintaining consistent measurement even as platforms are added, replaced, or upgraded.

For QM and CX teams, that means governance stays intact without rebuilding dashboards or re-engineering evaluation models every time the stack changes.

Key Capabilities at a Glance

Calabrio highlights several operational benefits:

• Day-one visibility: Out-of-the-box views of AI and human agents, including sentiment, QM scores, trending topics, and AHT

• Improved CX: Better detection of poor automation and handoff failures before they escalate

• Stronger AI ROI measurement: Clear insight into how AI agents impact workload, customer sentiment, and efficiency

• Faster decisions: One consistent framework replaces conflicting vendor-specific reports

• Reduced risk: Unified Auto QM helps surface compliance and performance issues early

• Future-proof flexibility: Quality programs remain stable even as platforms evolve

The Bigger Picture

As AI agents move from pilot projects to frontline roles, enterprises are under pressure to prove they work—not just technically, but operationally and experientially.

Calabrio’s Omni Agent Intelligence reflects a broader industry shift: AI adoption without governance is no longer acceptable. The next phase of customer service innovation will be defined not by how many bots a company deploys, but by how clearly it can measure their impact.

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