Analyze CSAT survey responses for satisfaction drivers in minutes
Upload or paste your CSAT survey responses → instantly uncover the satisfaction drivers, friction points, and themes shaping your customer experience scores
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"Every time I get a reply within an hour I leave happy — it's the one thing that makes me keep coming back."
"The product is great once you figure it out, but those first two weeks were genuinely frustrating and almost made me cancel."
"When the person I spoke to actually knew the product, the whole call took five minutes and I walked away impressed."
"I've submitted this same problem three times now. Each rep is polite but nothing ever actually gets fixed, which is why I keep giving low scores."
What teams usually miss
Teams track average CSAT month over month but never systematically read the open-text comments where customers explain exactly why they gave that rating.
A complaint mentioned by only 8% of respondents can represent a critical churn risk segment, but it gets buried beneath higher-frequency themes in manual reviews.
Without thematic analysis, teams can't distinguish between cosmetic frustrations customers forgive and fundamental experience failures that directly cause churn.
Decisions you can make from this
Prioritize which product or service improvements will have the greatest measurable impact on your overall CSAT score based on driver frequency and sentiment weight.
Identify which customer journey stages — onboarding, support, renewal — are generating the most dissatisfaction so you can direct team resources where they matter most.
Build agent coaching programs around the specific interaction qualities — empathy, resolution speed, product knowledge — that your own customers say drive their highest ratings.
Set data-backed CX roadmap priorities for the quarter by showing leadership exactly which satisfaction drivers are improving, stagnating, or declining across survey cohorts over time.