Customer support statistics 2026

A citeable index of customer support and AI CX statistics for 2026. Every line is a figure you can quote, with the source and the date beside it. This page does not define the KPIs. For formulas, scorecards, and how to calculate CSAT, FCR, or resolution rate, use the guides linked below.

By the IrisAgent team · Updated September 2026


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Industry statistics

Short quotes only. The linked posts explain how each figure was defined and why two resolution rates can look similar while measuring different events.

  • By 2029, agentic AI is forecast to autonomously resolve 80% of common customer service issues without human intervention, and to cut operational costs by 30%.

    Source: Gartner press release, March 5, 2025. Source link

  • By 2030, generative AI cost per resolution is forecast to exceed $3, higher than many B2C offshore human agents. The same forecast expects right-to-a-human regulation to raise assisted service volume by 30% by 2028.

    Source: Gartner press release, January 26, 2026. Source link

  • Of 432 customer service AI use cases scored by Gartner, 25% produced positive ROI, 25% delivered negative returns, 11% broke even, and 42% were unclear because leaders could not determine value.

    Source: Gartner, August 2026, as reported by IrisAgent in AI support resolution rate benchmarks (updated September 7, 2026). Read the guide

  • 70% of surveyed CX leaders have adopted AI in CX, up from 57% in 2025. Only 2% see actual value and ROI. 75% of enterprises rolled back customer-facing AI agents after deployment.

    Source: Forethought survey of 600+ CX leaders, August 2026, as reported by IrisAgent in AI support resolution rate benchmarks (updated September 7, 2026). Read the guide

  • 98% of surveyed leaders have deployed AI somewhere in the customer journey. Only 5% can quantify AI's impact on business outcomes. 85% cannot orchestrate an end-to-end resolution. 94% operate without AI-assisted knowledge management.

    Source: Talkdesk, via NewtonX, survey of 252 director-level leaders, August 2026, as reported by IrisAgent in AI support resolution rate benchmarks (updated September 7, 2026). Read the guide

  • Published 2026 resolution figures do not share a denominator. Alphabet reported 75% of Google Ads support queries resolved with no human (Q2 2026 earnings call). HubSpot reported 72% of tickets resolved without human escalation. Freshworks reported 50% average deflection. Cisco reported 145,000 cases with zero human intervention in FY2026 and published no denominator.

    Source: IrisAgent, AI support resolution rate benchmarks, updated September 7, 2026. The full comparison of what each figure measures is on that guide. Read the guide

  • AI task success on password resets is 98.2%. Accuracy on emotionally complex requests is 61.2%.

    Source: AllAboutAI 2026, cited by IrisAgent in CSAT by intent type (June 18, 2026). Read the guide

  • Overall AI-handled CSAT averages about 78%, with leaders above 85%.

    Source: AI Agents Square 2026, cited by IrisAgent in CSAT by intent type (June 18, 2026). Read the guide

  • A good CSAT in 2026 sits roughly between 65% and 80% across industries. Baselines cited from the same roundup: financial services 81, ecommerce and retail 77, B2B software and SaaS in the high 70s, healthcare 57.

    Source: Retently 2026, cited by IrisAgent in CSAT by intent type (June 18, 2026). Read the guide

  • 75% of customers prefer self-service for informational and account requests (account lookups, plan details, FAQs, how-to).

    Source: Dante AI 2026, cited by IrisAgent in CSAT by intent type (June 18, 2026). Read the guide

  • Average first call resolution sits in the 70 to 74 percent range. A common cross-industry baseline is 71 percent. A rate of 70 to 79 percent is generally considered solid. Rates above 80 percent are uncommon.

    Source: Service Quality Measurement Group, cited by IrisAgent in First call resolution (September 17, 2026). Read the guide

  • First call resolution in financial services and utilities often runs 76 to 82 percent. Telecom support often runs 52 to 58 percent.

    Source: IrisAgent, First call resolution (September 17, 2026). Read the guide

  • Sector CSAT bands published on the IrisAgent metrics guide: SaaS and B2B software 78% to 82%, ecommerce and retail 80% to 85%, financial services 75% to 80%, telecom 65% to 72%, healthcare 72% to 78%. These are that guide's ranges, separate from the Retently baselines above.

    Source: IrisAgent, Customer support metrics, updated April 30, 2026. Read the guide

  • AI-assisted first contact resolution on deflectable ticket types is reaching 90%+.

    Source: IrisAgent, Customer support metrics, updated April 30, 2026. Read the guide

  • Typical voice handle time is 6 to 8 minutes (4 to 5 minutes best in class). Live chat is 8 to 12 minutes. AI-handled interactions are under 30 seconds.

    Source: IrisAgent, Customer support metrics, updated April 30, 2026. Read the guide

  • A healthy resolution rate is 90%+ of tickets resolved within 30 days. Best in class is 95%+ within 14 days. AI-augmented teams reach 98%+ within 7 days on deflectable tickets.

    Source: IrisAgent, Customer support metrics, updated April 30, 2026. Read the guide

IrisAgent numbers

Figures already published on irisagent.com. One line each, so they can be quoted. Results below are aggregates or a production deployment. They are not tied to a named account on this page.

  • 1M+ support tickets processed per month across the IrisAgent customer base.

    Source: IrisAgent About page, key facts. Read the guide

  • 95%+ grounded accuracy. Answers are validated against customer knowledge before they ship.

    Source: IrisAgent homepage and the Accuracy page. Read the guide

  • 100% of conversations scored with AutoQA (AI and human).

    Source: IrisAgent homepage and the AutoQA page. Read the guide

  • Most teams go live in about 24 hours on the helpdesk they already run.

    Source: IrisAgent homepage and the Zendesk overlay page. Read the guide

  • 50% of support chats resolved in a production deployment.

    Source: IrisAgent homepage. Quoted here as a production deployment, with no customer name. Homepage

  • 60%+ of tickets automated with grounded AI (site-wide aggregate).

    Source: IrisAgent About page and the AI Support Agent page. Read the guide

  • Most IrisAgent customers automate 50% to 60%+ of incoming tickets and chats. The exact share depends on how repetitive the volume is and how complete the knowledge base is.

    Source: IrisAgent, AI Support Agent page. Read the guide

Guides behind these numbers

Use those pages for definitions and analysis. Keep this URL as the 2026 statistics index.

Updated September 2026. IrisAgent refreshes this statistics index quarterly. If a figure is not on this page, it is not one we are asking you to cite from here.