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CSAT Benchmark

  • February 11, 2026
  • 1 reply
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Hi All, 

What are the benchmarks for bot-resolved CSAT? 

Our team is looking for a baseline as we implement our first round of AI/Fin improvements. 

Thanks!

 

1 reply

Christopher Boerger
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Hi ​@arupert  
Good question — and one worth framing carefully because bot-resolved CSAT behaves differently than teammate CSAT.

The short answer: aim for 70-80% initially, with top performers hitting 90%+

Published benchmarks from Intercom customers:

  • tado° (smart home): 90-95% CSAT with Fin handling up to 70% of workflows
  • Nuuly (fashion rental): 95% CSAT with 38% instant resolution rate
  • Lightspeed: CSAT remained stable and in some cases improved after deploying Fin at scale (72% resolution rate, 88% involvement rate)

Fresh data from Intercom's 2026 Transformation Report:

The report surveyed 2,400+ support professionals and found 77% say AI is meeting or exceeding expectations. But here's the key insight: outcomes vary dramatically by deployment maturity. Teams at "mature deployment" report 87% improved metrics vs. 62% for teams still in early stages. The gap isn't about whether AI works — it's about how deeply you integrate it.

Interestingly, improving customer experience jumped to the #1 priority for 2026 (58% of teams, up from 28% last year). The focus has shifted from "does it work?" to "is it actually good?"

What actually matters more than hitting a specific number:

  1. Compare Fin CSAT to your teammate CSAT — that's a better baseline than industry averages. Customers tend to score AI more harshly, so a 5-10 point gap is common and not necessarily a problem.
  2. Track trend over time — your first month isn't your benchmark. Teams that reach mature deployment see compounding returns as they refine content and guidance.
  3. Segment by topic — some query types will naturally score lower. Use Fin's reporting to identify where it performs well vs. where it struggles.
  4. Consider the new CX Score — Intercom recently introduced this as an alternative to surveyed CSAT. It scores every interaction automatically, which gives you a fuller picture than traditional surveys (low response rates, tends to capture extremes).

See: Understand customer experience at scale with the CX Score

For a first implementation, I'd set internal targets at 70% CSAT for month one, 75-80% by month three, with a goal of closing the gap to within 5-10 points of your teammate CSAT. Those are realistic without setting yourself up to "fail" against unrealistic expectations.

The full 2026 report is worth reading if you're building your business case: transformation.intercom.com