Research Brief

Support Volume and Cost Benchmarks: What 2026 Research Actually Shows

Published September 10, 2026 · Reviewed by the Fidiora team

Short answer

2026 industry benchmark research reports that 57% of business leaders expect service volumes to rise up to a fifth over the next one to two years, a 2026 service desk benchmark found an average cost of $22.50 per resolved incident, typical agent workload sits at 17 to 25 tickets a day, and AI is reported to deflect a median of 22% of support tickets.

Key takeaways

  • Published benchmarks vary by an order of magnitude depending on industry and complexity.
  • A blended cost-per-ticket figure describes no real operation, since channel and complexity dominate the number.
  • Median AI deflection reported in 2026 sits far below what vendor demos imply.
  • Every figure here is drawn from a cited source, not from an internal Fidiora study.

Volume growth

Survey research reports 57% of business leaders expecting customer-service contact volumes to rise by as much as a fifth over the next one to two years, driven by rising customer expectations around instant response and round-the-clock availability as much as by customer growth itself.

The practical implication is that total volume is a poor planning metric. Contacts per hundred customers, normalised for growth, is the number worth tracking.

Cost benchmarks

A cited 2026 service desk benchmark reports an average cost of $22.50 per resolved incident, while separate reporting puts a human-handled ticket at roughly $2.70 in retail and up to $60 in complex B2B, and small e-commerce stores under $100K monthly revenue reporting $6 to $12 per contact against $3 to $6 for mid-size stores.

The order-of-magnitude spread across these figures is the finding that matters. A published industry average is close to meaningless for any specific business; channel mix and issue complexity dominate the number far more than efficiency does.

Agent workload benchmarks

The most widely cited benchmark for individual agent workload is 17 to 25 tickets per day across blended support operations. This figure varies enormously by issue complexity and should be read as a range for capacity planning, not a performance target for individual agents.

AI deflection and adoption benchmarks

Salesforce reports AI-agent adoption in customer service organisations rising from 39% in 2025 to 66% in 2026, with AI reported to deflect a median of 22% of support tickets and to cut cost on eligible, AI-suitable volume by 80 to 90%.

That median deflection figure, roughly a fifth of ticket volume, sits well below what many vendor demonstrations imply, and it is a median across businesses with very different topic mixes. Your own realistic ceiling depends on what share of your queue is documented and repetitive, which is measurable directly rather than inferred from an industry figure.

Sources

External figures are cited as published by the source above at the time of writing. Verify current figures directly, since research updates and vendor terms both change.

FAQ

Questions

What is a typical cost per support ticket in 2026?
Cited benchmark research reports figures ranging from roughly $2.70 for simple retail tickets to $60 for complex B2B issues, with a general service desk benchmark averaging $22.50 per resolved incident. The spread is driven by channel and complexity, which makes a single average close to meaningless for any specific business.
What is a normal agent workload?
The most widely cited benchmark is 17 to 25 tickets per day across blended support operations, which varies significantly by issue complexity and should be used for capacity planning rather than individual performance targets.
What is the realistic AI deflection rate in 2026?
Research reports a median of around 22% of support tickets deflected by AI, well below figures implied by vendor demonstrations. Your own ceiling depends on how much of your queue is documented and repetitive, which is worth measuring directly.
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