What it means
CSAT is the ground truth for support quality. High deflection and fast response times mean nothing if the answers customers receive are wrong or unhelpful — CSAT is how you find out.
CSAT is calculated as: (number of positive ratings ÷ total ratings received) × 100. A score of 85 means 85% of surveyed customers rated the interaction positively. Survey timing matters: most ecommerce support platforms send the rating request immediately after a conversation is closed, while recall is fresh. In ecommerce support, CSAT varies significantly by issue type. Order-tracking questions tend to score above 90% because the answer is factual and fast. Escalated complaints — damaged goods, missing items, billing disputes — score lower because the resolution involves friction regardless of how well the agent handled it. When tracking CSAT alongside AI automation, it's critical to segment scores by resolution type: AI-resolved vs. human-resolved. This reveals whether the AI is genuinely satisfying customers or just closing tickets prematurely. Stores that see AI CSAT within 5 points of human CSAT have a healthy automation deployment.
Why it matters
CSAT is the primary leading indicator of customer retention and repeat purchase behavior in ecommerce. A customer who had a poor support experience is unlikely to reorder. Monitoring CSAT by channel, agent, and issue type lets support managers address quality problems before they show up in churn metrics.
How Bookbag helps
Post-conversation CSAT surveys
Bookbag sends a rating request automatically when a conversation closes, capturing satisfaction data for both AI-resolved and human-resolved interactions.
CSAT segmentation by resolution type
Compare CSAT scores for AI-only resolutions versus human-handled tickets to validate automation quality and identify where human escalation adds real value.
Low-score flagging
Conversations with poor CSAT ratings are surfaced automatically in Bookbag's dashboard so team leads can review what went wrong and update training or policies.
Frequently Asked Questions
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