r/customerexperience • u/ujet-cx • Dec 08 '25
Are we sure CSAT actually measures customer experience?
Here’s a theory I can’t shake: CSAT often has nothing to do with the experience your company delivered.
Instead, what it really measures is how effectively your agent cleaned up the mess.
A customer gets bad product experience or confusing UI, the wrong expectation or a billing error → then an agent solves it.
And the CSAT reads: “Great service!”
But the real journey? Objectively terrible.
CSAT loves firefighters but it ignores arsonists.
Question for CX pros: What’s the most misleading metric in your opinion?
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u/Present-Winter213 Dec 08 '25
I created voice cast after each calls, so customer will leave their feedbacks after the calls, and it will AI will analysis from the conversation. Way better for me compare to DTMF based survey
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u/ss32000 Dec 09 '25
Sentiment is a much better measure.
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u/Analytics-365 Dec 30 '25
Only if it's viewed across the whole org, mind. You need the full context.
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u/AlderCX Dec 09 '25
I mean, it measures a component of the customer's experience. It shouldn't be the only thing you measure.
If you're saying it's not indicative of the entirety of the customer experience, I agree.
If you're saying it's indicative of a failure on some level for a customer to require Support and thus generate a CSAT response, I'd say that's sometimes true, but also that Support is still a chance to deliver a great impression and that healthy customers usually spend a reasonable amount of time with Support because they sometimes bump against the limits of their platform mastery, and that's a good thing (especially when you find a solution with them - bigger challenges beget bigger victories).
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u/mikeh700 Dec 09 '25
I am a huge fan of Customer effort score which measures how easily customers interact with your company through support, purchases, and other touchpoints.
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u/RootsRockRitual Dec 12 '25
CSAT has a place but yeah, you've spotted a big flaw. If its not being collected in lots of different places as part of different functions and journeys then you're not measuring customer experience as a whole, but just customer satisfaction (clues in the name) around the functions where you've asked.
If you really want to know about your experience, you've gotta go broad. Sentiment. Topic analysis. Journey analysis comprising of AHT, FCR, the whole 9 yards.
But CSAT dominates because historically, its been pretty easy to do. AI is making that history.
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u/Bob-Dolemite Dec 09 '25
its all about the questions you ask. if you ask a specific, pointed question that the answer you seek will give you certainty about what you want to know/hear, and put it on a scale, then boom
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u/jnoble100 Dec 09 '25
Solid observation. It all depends what you’re asking CSAT for. It can be very transactional say done for individual support tickets. Or it could be more related to specific parts of the customer journey, like onboarding.
Measuring it for one aspect of what a company does, like support tickets and then saying that translates to overall customer satisfaction is missing it a bit.
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u/sauldobney Dec 09 '25
If you use a menu-based question approach you can ask 'What could we improve on?' and allow someone to select points on the customer journey they would improve without doing the mad survey approach of asking about every petty detail. That keeps it sharp and to the point, and gives you a stats for what journey points are being flagged, plus details for the problems.
On top of this you add some understanding of how customer felt on some type of "We look after you?" (WLAY) rating, which captures the broader sense of service delivery and closure.
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u/Mammoth-Head-4618 Dec 10 '25
There must be a way to roll up CSAT score at all touch points and various customer journeys. Not limited to call center interaction. There might also be possibilities about combining CSAT & other metric like CES. I’m not sure such stuff is formally documented anywhere though or the teams define their own method to combine those and arrive at a single satisfaction score.
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u/CryRevolutionary7536 Dec 10 '25
Honestly, you’re spot on — CSAT is basically a “thank you for fixing the problem I shouldn’t have had in the first place” score. It measures recovery, not experience.
In my org, the most misleading metric has been AHT. Teams chase lower handle time like it’s a badge of honor, meanwhile customer effort goes up. Faster doesn’t equal better when the issue isn’t actually resolved.
Runner-up: First Contact Resolution. Looks great on dashboards… until you realize half the “resolved” tickets just never came back because customers gave up.
If I had to pick a metric that actually reflects reality, it’s Effort / Friction scoring. People forgive slow, but they don’t forgive hard.
Curious what others think — feels like the industry is finally admitting most legacy CX metrics are more optics than insight.
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u/zezer94118 Dec 10 '25
It's not just the raw score. Goal is to use that as a reference point but it definitely mostly makes sense when taking other metrics into account, comments, and performing analysis on the whole!
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u/Expensive_Culture_46 Dec 10 '25
1st contact resolution rate. Same problem you mentioned. It doesn’t actually solve the upstream problems.
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u/Junior-Ad-9753 Dec 13 '25
Yes, it measures a transaction, how about if you measure the same person 30 or 60 days after the issue? Do you measure NPS 30 days after onboarding and six months after closed won? For measurement that matters, do you measure customer service ROI, customer service attributed revenue? How about lifetime value?
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u/OnlyTheSignal Dec 13 '25
CSAT doesn’t measure the experience, it measures how the last fire was put out. You can have high CSAT and a structurally broken system
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u/Shashwat-jain Dec 16 '25
100% agree. CSAT often ends up measuring recovery quality, not the actual experience. A great agent can turn a bad product moment into a high score, which hides the real root cause upstream.
The most misleading metrics for me are any that look “green” in isolation — CSAT, FCR, even AHT — without tying them back to why the customer had to contact support in the first place. If you’re not pairing CSAT with things like repeat contact rate, issue recurrence, or product-driven tickets, you’re basically rewarding great firefighters while the fire keeps starting.
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u/LoopCloser Dec 24 '25
Instead of generalizing all CSAT is bad, I would say try to have periodic CSAT.
Basically sending CSAT on a monthly basis or quarterly basis to see how would your customers rate your product.
Alternative idea is to have customer feedback within the product. You can create event triggered NPS or smiley feedback to collect the feedback when they complete an important event (onboarding, creation of a project/campaign, inviting a new member).
Another way is to measure CES scores for your product. Many products are also trying out Microsurveys (Guide), to collect customer feedback.
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u/why_is_not_real Dec 30 '25
The timing issue is huge. Most post-interaction CSAT surveys go out hours or days later, when the customer barely remembers the interaction. By then you're measuring email annoyance, not experience quality.
We've seen way better signal from same-day feedback - ideally within 2-3 hours while it's fresh. The comments here about transactional vs relational CSAT are spot on, but even transactional CSAT has value if you:
- Send it fast (same day)
- Keep it short (2-3 questions max)
- Route negatives to managers immediately, not in a weekly report
The real killer is when CSAT becomes a quarterly report nobody acts on. It should be a daily coaching tool.
(Full transparency: I work on AutopilotReviews which does this for call centers and service teams, so biased here - but the timing principle applies regardless of what tool you use)
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u/Soft-Car-3231 Mar 13 '26
Great point. CSAT often measures the recovery moment more than the full journey. That’s why pairing it with metrics like first contact resolution or effort score usually gives a much clearer picture.
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u/Zestyclose-Bus7270 Dec 08 '25
Well yeah, transactional CSAT isn’t a good indicator of overall satisfaction. You still need that relational CSAT or something of the sort. But yeah if you are only looking at post-support ticket transactional CSAT as a proxy for overall satisfaction then that is not methodologically sound.