AI Performance Management

NiCE Performance Management is a solution within the NiCE CXone platform that helps organizations manage and improve the performance of both human and AI agents across front-, mid-, and back-office operations.

Bringing together performance data, operational metrics, and AI-driven insights in a unified view, it enables organizations to understand performance, identify improvement opportunities, and take action to increase productivity and efficiency.

The platform operates through a continuous improvement cycle:

KNOW
Gain holistic visibility into human and AI agent performance by consolidating data from across the NiCE CXone platform, Cognigy, Desktop Discovery, and third-party systems such as CRM and HR tools. This unified view creates a single source of truth for workforce performance across front-, mid-, and back-office operations.

ANALYZE
Track KPIs and hybrid workforce operational metrics to uncover performance gaps, identify root causes, and understand trends across voice and digital channels. Clear dashboards and AI-driven insights help managers, supervisors, and agents quickly pinpoint improvement opportunities.

ACT
Turn insights into measurable improvements with coaching tools, gamification, and guided actions that help agents and supervisors improve performance. By aligning daily activities with operational goals, organizations can continuously increase productivity, engagement, and business impact.

With generative AI capabilities embedded in the platform, managers can interact with performance data conversationally and quickly surface insights that support faster, more informed decisions.

NiCE Performance Management measures productivity across all levels of the organization - from individual agents and supervisors to teams and the entire contact center.

The solution tracks operational KPIs across both voice and digital interactions, providing clear dashboards that show performance trends and productivity.

Common operational metrics include:

• Average Handle Time (AHT)
• First Contact Resolution (FCR)
• Service level performance
• Average Speed of Answer
• After Call Work time (ACW)
• Call transfer rate
• Queue wait time

Organizations can also define custom KPIs that reflect their specific operational goals.

NiCE Performance Management extends visibility beyond the contact center through Desktop Discovery, which monitors desktop activity across front- and back-office teams, including remote environments. It categorizes work activity and highlights how time is spent across applications and workflows. Desktop Discovery insights are also embedded where they’re most impactful, directly within daily tools like NiCE Actions and Copilot for Supervisors.

This unified visibility allows supervisors and operational leaders to understand productivity patterns, identify inefficiencies, and take targeted actions that improve workforce performance.

NiCE Performance Management supports everyone responsible for improving workforce performance across human employees and AI agents, from frontline teams to operational leaders and AI innovation teams.

Agents and Employees
Frontline and back-office employees gain clear visibility into their performance metrics, goals, and improvement opportunities. Personalized scorecards, gamification challenges, and coaching guidance help them continuously improve while staying aligned with operational objectives. Clear feedback loops and performance transparency help employees understand where they stand and how to improve.

Supervisors and Team Leaders
Supervisors gain consolidated dashboards that highlight performance trends across both human and AI agents. They can quickly identify coaching opportunities, monitor team productivity, and take relevant action through coaching programs, gamification initiatives, and operational adjustments.

Operations and Contact Center Leaders
Operations managers and contact center leaders gain a holistic view of workforce performance across front-, mid-, and back-office teams. With unified dashboards and reporting, they can identify operational gaps, improve productivity, and ensure that workforce initiatives support business outcomes.

AI Innovation and Automation Leaders
AI innovation managers, automation leaders, and digital transformation teams use NiCE Performance Management to monitor AI agent performance, compare AI and human outcomes, and ensure that AI deployments deliver measurable business value.

BI and Workforce Strategy Leaders
BI managers, workforce strategy teams, and data leaders use unified dashboards to track KPIs, monitor operational performance trends, and support data-driven decision-making across the enterprise.

NiCE Performance Management tracks a comprehensive set of KPIs across human agents, AI agents, and operational workflows to provide a complete view of workforce performance across front-, mid-, and back-office environments.

These KPIs help organizations understand productivity, service performance, AI effectiveness, and operational outcomes across voice, digital, and automated interactions.

Performance data is consolidated from across the NiCE CXone platform, including ACD, Workforce Management, Cognigy, digital channels, Quality Management, and Desktop Discovery, as well as third-party systems such as CRM and HR platforms. Unified dashboards allow supervisors and leaders to monitor performance and take action to improve results.

Common voice and operational KPIs include:

• Average Handle Time (AHT)
• Call Transfer Rate
• Adherence to Schedule
• First Contact Resolution (FCR)
• Average Speed of Answer
• Customer Satisfaction (CSAT)
• Service level performance
• Queue wait time
• After Call Work time (ACW)
• Agent productivity levels

Digital interaction KPIs may include:

• Interactions handled per digital channel such as chat, email, SMS, and social
• Average response time per channel
• Customer wait time in digital queues
• Resolution time for asynchronous conversations
• Channel containment
• Agent concurrency across digital conversations

AI agent performance KPIs may include:

• AI containment rate - interactions resolved without human handoff
• AI-to-human handoff rate
• AI resolution success rate
• AI response accuracy
• AI interaction volume handled
• AI escalation frequency
• AI-assisted resolution rate

These metrics help organizations evaluate how effectively AI agents resolve requests, collaborate with human agents, and support overall operational performance.

NiCE Performance Management improves employee performance by giving organizations clear visibility into workforce performance and providing the tools supervisors and agents need to turn insights into action. As part of the NiCE CXone platform, it helps teams continuously improve productivity, efficiency, and engagement across human employees and AI-supported workflows.

Supervisors gain visibility into daily activities, performance trends, and operational KPIs, making it easier to identify skill gaps, recognize high performers, and uncover opportunities for improvement. At the same time, agents gain transparency into how their performance aligns with team goals and organizational objectives.

Performance Management goes beyond reporting by embedding action tools directly into the CXone Supervisor and Agent workspaces that teams use every day. This means supervisors and agents can access performance insights, coaching guidance, and gamification without leaving their daily workflow.

Coaching tools allow supervisors to deliver targeted feedback and structured development plans based on performance patterns and operational metrics. This helps agents continuously build skills and improve results.

Gamification capabilities increase engagement through games, leaderboards, scorecards, challenges, and milestone recognition that make performance progress visible and motivating.

Recognition and reward marketplace allow organizations to celebrate achievements and reinforce desired behaviors, helping build a culture of continuous improvement.

Because these capabilities are integrated directly into the CXone workspaces, coaching, gamification, recognition, and marketplace rewards become a seamless part of everyday work, rather than separate programs.

By combining holistic performance visibility with built-in action tools, NiCE Performance Management helps organizations increase agent productivity, strengthen workforce engagement, and drive measurable operational performance improvements.

AI agent performance is measured using operational metrics such as containment rate, escalation rate, resolution accuracy, and customer impact. Organizations also track generative AI performance, AI agent effectiveness, and the outcomes of AI interactions.

NiCE Performance Management brings these metrics together in a unified AI agent performance dashboard. Supervisors and leaders can monitor trends, identify risks, and take relevant action to continuously improve the effectiveness of AI agents.

AI and human agent performance can be compared using shared KPIs such as resolution rate, cost per interaction, time to resolution, and customer outcomes. These metrics help organizations evaluate how AI agents and human agents contribute to operational performance.

NiCE Performance Management provides a unified AI and human performance dashboard that tracks these metrics side by side. It also monitors AI-to-human handoffs, including context retention, repeat contacts, and resolution success after transfer, helping organizations improve collaboration between AI agents and human employees.