Customer Effort Score (CES)

Customer effort score has emerged as a more powerful predictor of customer loyalty than traditional satisfaction metrics. Harvard Business Review research found that 96% of customers who have high-effort experiences become disloyal, compared to only 9% of those with low-effort experiences. The metric is typically measured on a 1-7 scale after an interaction, asking customers to rate the statement: 'The company made it easy to handle my issue.' What drives high effort? Multiple transfers between agents, having to repeat information, long wait times, confusing self-service options, and requiring multiple contacts to resolve one issue.

AI eliminates virtually all of these friction points. An AI agent never transfers you to another department mid-conversation — it has access to all systems simultaneously. You never repeat your information because the AI reads your full history instantly.

There are no wait times at 2 AM or during holiday rushes. GuruSup customers consistently report CES improvements of 40-60% after AI deployment, with the average score moving from 4.2 to 6.1 on a 7-point scale, because the AI removes the operational friction that makes support feel like work for the customer.