Dashboard/Customer Service Automation by 2028

Job DisplacementBy 2028

Customer Service Automation by 2028

41.2%

41.2% of all customer service interactions — phone calls, chat messages, emails — are projected to be resolved entirely by AI without a human agent ever getting involved. This doesn't mean 41.2% of CS jobs disappear, since the remaining interactions may need more skilled human agents, but headcount reductions are widely expected.

This number is a weighted average across all selected sources, with higher-tier evidence and more recent data weighted more heavily. See the full methodology for details on weighting, source validity, and recency bias.

Best estimate from Shopify (Earnings Call) (Verified Data & Research)

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How This Prediction Has Evolved

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Additional context

Sources (18)

Zendesk AI Customer Service Statistics 2026
ZendeskJan 15, 2026News

95% of customer interactions projected to be AI-powered by 2028. Current AI resolution rates at leading companies exceed 55% without human escalation.

Gartner Forecasts 20-30% of CS Agents Replaced by GenAI by 2026
GartnerOct 15, 2025Institutional

Gartner projects 20-30% of customer service agents will be replaced by generative AI by end of 2026. AI adoption in CS jumped from 46% to 61% in one year.

Bank of America: Erica AI Assistant Surpasses 2 Billion Interactions
Bank of AmericaOct 1, 2025Research

BofA's Erica AI assistant surpassed 2 billion client interactions with a 98% resolution rate. Now handles 56% of all customer inquiries without human escalation.

The Impact of AI on E-Commerce: Field Experiments on Customer Service and Product Descriptions
arXiv (Fang, Yuan, Zheng, Donati, Sarvary)Oct 1, 2025Research

AI chatbots for customer service increased sales by 16%; AI-generated product descriptions increased sales by 2.05% in field experiments.

Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of AI
Stanford Digital Economy LabAug 1, 2025Research

~11% decline for early-career customer service workers; declines concentrated in roles where AI automates rather than augments tasks.

Klarna Reverses Course on AI-Only Customer Service, Rehires Human Agents
Entrepreneur / KlarnaJun 1, 2025Research

Klarna reversed its AI-only CS strategy after customer satisfaction dropped 22%. CEO Siemiatkowski: 'we went too far.' Now operates hybrid model with AI handling ~66% but humans for complex cases.

The Race to an Agentic Future: Customer Service Interactions
CiscoMay 27, 2025Institutional

Survey of 7,950 decision-makers: 68% of all CS interactions expected to be handled by agentic AI by 2028. 56% expected within 12 months.

Generative AI at Work
QJE (Brynjolfsson, Li, Raymond)May 1, 2025Research

AI assistance increases customer service worker productivity by 15% on average. Less experienced workers improve most; AI disseminates best practices from top performers.

Teleperformance 2024 Annual Report — AI Transformation Strategy
Teleperformance (Annual Filing)Mar 15, 2025Research

World's largest CX outsourcer disclosed 15% workforce reduction in 2024, explicitly citing AI chatbot deployment by clients as primary driver.

Gartner Predicts Agentic AI Will Resolve 80% of Common Customer Service Issues by 2029
GartnerMar 5, 2025Institutional

Agentic AI will autonomously resolve 80% of common customer service issues by 2029. Currently only 1.6% of interactions are fully automated end-to-end.

Shopify Q4 2024 Earnings — AI Customer Support Metrics
Shopify (Earnings Call)Feb 12, 2025Research

Shopify reported its AI assistant Sidekick now resolves 40% of merchant support queries without human intervention, up from 12% one year prior.

Customer Service Job Postings Decline 18% YoY
Indeed Hiring LabJan 15, 2025Institutional

Customer service representative postings declined 18% year-over-year. Remaining postings increasingly require technical skills and AI tool familiarity.

Generative AI and Customer Service: Evidence from Customer Support Interactions
NBER (Brynjolfsson, Li, Raymond)Sep 1, 2024Research

AI assistance increased worker productivity by 14% on average, with greatest gains for novice and low-skilled workers.

How AI is Transforming Customer Service
Harvard Business ReviewMay 10, 2024News
Klarna AI assistant handles two-thirds of customer service chats in first month
KlarnaFeb 27, 2024Research

Klarna's AI assistant handled 2.3 million conversations, doing the equivalent work of 700 full-time agents.

The State Of Customer Service Automation
ForresterAug 15, 2023Institutional