Respond to customer inquiries or complaints.

“Respond to customer inquiries or complaints.” is a core task performed by Spa Managers. Among the occupation's 21 rated tasks, workers place it 21st by importance (#1 most important). About 100% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Respond to customer problems or inquiries. in Performing for or Working Directly with the Public

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T3.

How AI is actually used on this kind of task

The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.

• 0.064% share of AI-use records mapped to this task
• 18% of that use is work-related
• Most common interaction: directive
• Average autonomy of the AI: 3.1 (1–5; higher = more autonomous)
• 98% of interactions still needed a human in the loop

Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.

Working with AI vs. handing it off

Of the AI conversations mapped to this task, the split between people working alongside AI and people delegating the task to it.

How people interact with AI on this task

Other tasks in this occupation

• Schedule guest appointments. · importance 4.6
• Maintain client databases. · importance 4.5
• Coordinate facility schedules to maximize usage and efficiency. · importance 4.4
• Perform accounting duties, such as recording daily cash flow, preparing bank deposits, or generating financial statements. · importance 4.2
• Monitor operations to ensure compliance with applicable health, safety, or hygiene standards. · importance 4.2
• Plan or direct spa services and programs. · importance 4.1
• Develop or implement marketing strategies. · importance 4.1
• Sell products, services, or memberships. · importance 4.1
• Recruit, interview, or hire employees. · importance 4.1
• Assess employee performance and suggest ways to improve work. · importance 4.1
• Inventory products and order new supplies. · importance 4.0
• Inform staff of job responsibilities, performance expectations, client service standards, or corporate policies and guidelines. · importance 4.0
• Establish spa budgets and financial goals. · importance 4.0
• Train staff in the use or sale of products, programs, or activities. · importance 4.0

See all tasks on the Spa Managers page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-17612,
  title  = {Respond to customer inquiries or complaints.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-17612}
}