Public benchmarks on AI adoption, productivity, self-service, and automation outlooks in support operations.
Customer service automation benchmarks: AI productivity gains, self-service maturity, and investment intent. Sources include Salesforce, NBER, Intercom, Gartner, ContactBabel, and IBM.
The strongest public ROI signal comes from Salesforce: more than 90% of organizations using AI report time and cost savings.
Customer-facing automation maturity still tracks closely with self-service maturity. Salesforce reports 61% customer preference for self-service on simple issues and a large gap between high- and low-performing teams on self-service availability.
The clearest independent productivity evidence comes from NBER, which found a 13.8% increase in issues resolved per hour and a much larger lift for less experienced agents.
Vendor case data remains directionally useful. Intercom reports that Resolution Bot resolves one-third of involved queries and improves response time by 44%.
Forward-looking automation expectations remain aggressive: Gartner expects conversational AI to become the starting point for most service journeys by 2028.
| Statistic | Source | Year |
|---|---|---|
| More than 90% of organizations using AI report time and cost savings. | Salesforce | 2025 |
| 79% of service leaders say investing in AI agents is essential to stay competitive. | Salesforce | 2025 |
| 87% of service decision-makers say AI helps them serve customers better. | Salesforce | 2025 |
| 83% of service decision-makers plan to increase investment in automation over the next year. | Salesforce | 2025 |
| 82% of service professionals agree customer expectations are higher than they used to be. | Salesforce | 2025 |
| 61% of customers prefer self-service for simple issues. | Salesforce | 2024 |
| 80% of high-performing service organizations provide self-service solutions, compared with 56% of underperformers. |
Yes, at least in the public Salesforce data. Salesforce reports that more than 90% of organizations using AI see time and cost savings, and 87% of service decision-makers say AI helps them serve customers better.
The strongest independent evidence comes from the NBER study of customer support agents, which found a 13.8% increase in issues resolved per hour and even larger gains for less-skilled workers.
The best directly stated public vendor benchmark retained here is Intercoms claim that Resolution Bot resolves 33% of the queries it gets involved in and improves response time by 44%.
| 87% of service decision-makers say AI helps them serve customers better. | Investment & Adoption | Salesforce | 2025 | Source |
| 83% of service decision-makers plan to increase investment in automation over the next year. | Investment & Adoption | Salesforce | 2025 | Source |
| 82% of service professionals agree customer expectations are higher than they used to be. | Investment & Adoption | Salesforce | 2025 | Source |
| 61% of customers prefer self-service for simple issues. | Customer Impact | Salesforce | 2024 | Source |
| 80% of high-performing service organizations provide self-service solutions, compared with 56% of underperformers. | Customer Impact | Salesforce | 2025 | Source |
| Service teams using AI agents expect service costs and resolution times to decrease by an average of 20%. | Customer Impact | Salesforce | 2025 | Source |
| Salesforce reports that 30% of service cases were resolved by AI in 2025. | Customer Impact | Salesforce | 2025 | Source |
| Salesforce expects 50% of service cases to be resolved by AI in 2027. | Customer Impact | Salesforce | 2025 | Source |
| Generative AI increased the number of issues resolved per hour by 13.8% in the NBER study of customer support agents. | Agent Productivity | NBER | 2023 | Source |
| The same NBER study found productivity gains of 35% for the least-skilled and least-experienced workers. | Agent Productivity | NBER | 2023 | Source |
| 88% of service decision-makers say conversational AI accelerates case resolution times. | Agent Productivity | Salesforce | 2025 | Source |
| 87% of service decision-makers say AI frees representatives to handle more complex issues. | Agent Productivity | Salesforce | 2025 | Source |
| Intercom says Resolution Bot resolves 33% of the queries it gets involved in. | Agent Productivity | Intercom | 2022 | Source |
| Intercom also reports a 44% improvement in response time from Resolution Bot use. | Agent Productivity | Intercom | 2022 | Source |
| 65% of teams with AI report more opportunities to focus on developing customer relationships. | Agent Productivity | Salesforce | 2025 | Source |
| 68% of contact centers rank AI in their top five investment priorities. | Future Outlook | ContactBabel | 2025 | Source |
| 81% of field service workers believe AI agents help them work more efficiently. | Future Outlook | Salesforce | 2025 | Source |
| Gartner says that by 2028, at least 70% of customers will use conversational AI to start their customer service journey. | Future Outlook | Gartner | 2025 | Source |
| IBM cites a Gartner forecast that by 2029, agentic AI and conversational AI chatbots will autonomously resolve 80% of common customer service issues. | Future Outlook | IBM / Gartner | 2025 | Source |
| Salesforce |
| 2025 |
| Service teams using AI agents expect service costs and resolution times to decrease by an average of 20%. | Salesforce | 2025 |
| Salesforce reports that 30% of service cases were resolved by AI in 2025. | Salesforce | 2025 |
| Salesforce expects 50% of service cases to be resolved by AI in 2027. | Salesforce | 2025 |
| Generative AI increased the number of issues resolved per hour by 13.8% in the NBER study of customer support agents. | NBER | 2023 |
| The same NBER study found productivity gains of 35% for the least-skilled and least-experienced workers. | NBER | 2023 |
| 88% of service decision-makers say conversational AI accelerates case resolution times. | Salesforce | 2025 |
| 87% of service decision-makers say AI frees representatives to handle more complex issues. | Salesforce | 2025 |
| Intercom says Resolution Bot resolves 33% of the queries it gets involved in. | Intercom | 2022 |
| Intercom also reports a 44% improvement in response time from Resolution Bot use. | Intercom | 2022 |
| 65% of teams with AI report more opportunities to focus on developing customer relationships. | Salesforce | 2025 |
| 68% of contact centers rank AI in their top five investment priorities. | ContactBabel | 2025 |
| 81% of field service workers believe AI agents help them work more efficiently. | Salesforce | 2025 |
| Gartner says that by 2028, at least 70% of customers will use conversational AI to start their customer service journey. | Gartner | 2025 |
| IBM cites a Gartner forecast that by 2029, agentic AI and conversational AI chatbots will autonomously resolve 80% of common customer service issues. | IBM / Gartner | 2025 |
It is central. Salesforce reports that 61% of customers prefer self-service for simple issues and that high-performing service organizations are much more likely to provide self-service options.
Public forecasts show continued expansion. Gartner says at least 70% of customers will start service journeys with conversational AI by 2028, and IBM cites a Gartner forecast of 80% autonomous resolution for common issues by 2029.
Customer support statistics for 2026 covering response times, customer expectations, self-service behavior, and retentio...
