Customer Satisfaction Score (CSAT)
Definition
Customer Satisfaction Score (CSAT) is a metric that measures how satisfied customers are with a specific interaction or experience, usually from a short post-contact survey.
How to calculate it
CSAT is typically the percentage of positive responses to a question like "How satisfied were you?" on a 1–5 scale. The formula: (number of satisfied responses, usually 4s and 5s) ÷ (total responses) × 100.
It's measured per interaction, which makes it a fast, granular read on quality — unlike NPS, which measures overall loyalty to the brand.
Why it matters
CSAT is the closest thing support has to a real-time quality gauge. When you introduce automation, watching CSAT stay flat (or rise) while deflection climbs is the signal that automation is genuinely helping rather than just pushing customers away.
Frequently asked
What is a good CSAT score?
Benchmarks vary by industry, but many support teams aim for 90%+ positive responses. What matters most is the trend and how it holds as you scale or automate.
What is the difference between CSAT and NPS?
CSAT measures satisfaction with a specific interaction; NPS (Net Promoter Score) measures overall willingness to recommend the brand. They answer different questions.
Related terms
Ticket Deflection
Ticket deflection is the share of customer questions resolved through self-service or automation before they ever become a human-handled support ticket..
Net Promoter Score (NPS)
Net Promoter Score (NPS) is a customer loyalty metric that measures how likely customers are to recommend a company, product, or service to others, on a 0–10 scale..
First Response Time (FRT)
First Response Time (FRT) is the average time between when a customer submits a support request and when they receive the first human or meaningful reply..
Put these ideas to work
Macha is an AI agent layer that sits on top of the help desk you already run — Zendesk, Freshdesk, Front, Intercom, or Gorgias.
Start Trial
Zendesk
Freshdesk
Gorgias
Front
Shopify
Stripe
Slack
Notion
Google Workspace
Confluence