Utilization is the percentage of the number of hours that a full-time employee (FTE) or a team is assigned to a specific task, project, campaign, or client compared to the number of hours available. A 100% utilization implies a full-time dedication, while a utilization lower than 80% is considered part-time dedication, depending on the organization standards. With the exception of production peaks, a utilization higher than 100% is an indicator of inefficient planning and poor process optimization. This may result in employee dissatisfaction, team inefficiency, and attrition increase.
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Your inbox filters out spam before you see it, a support ticket gets answered in seconds, a flagged comment disappears from your feed before you notice it was there. All of this is thanks to AI working behind the scenes. Yet despite how much automation speeds up processes, the most successful companies are still the ones investing in people to catch mistakes and teach models.

When it comes to AI model evaluation, enterprise technology leaders are fast discovering that benchmark scores alone are insufficient in predicting real-world reliability.

With AI and automation now part of everyday support structures, the role of humans, and the nature of the work they handle, has evolved dramatically.

Discover how companies can scale data labeling for ML models without sacrificing quality. Learn about double-pass annotation, AI integration, dedicated teams, continuous training, and robust project management to maintain precision and efficiency.

Scalable content moderation services help social platforms review, filter, and manage user-generated content as content volume grows.

A community without a moderation system is like a dinner party without a host. Most people are there to have fun, but with no one watching, some get carried away.