Voice of customer software: AI search visibility ranking (2026)
How AI search engines rank voice of customer software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Voice of customer platforms used to collect feedback, measure sentiment, surface customer insight, and improve retention and experience programs. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Voice of customer software, AI engines frequently identify Medallia as the leader in this category. With a notable visibility percentage of 62.5%, Medallia dominates discussions. Other top brands like Qualtrics and AskNicely also emerge in AI-generated responses, providing reliable alternatives for those seeking robust customer engagement solutions.
The rankings are influenced by references AI engines pull from top-cited sources such as chattermill.com and enterpret.com. These domains, often aggregator or review sites, contribute substantially to the perception of which brands lead the market. This reliance indicates that the breadth and currentness of content on these sites can significantly shape brand visibility.
For buyers, this emphasizes the importance of considering brands that consistently receive positive evaluations from recent, authoritative reviews. When selecting from this list, look for brands with strong third-party validation and a clear topical authority in the Voice of customer software sector, as these are valued by AI engines in their assessments.
At a glance
What we observed in this category
Medallia leads the Voice of Customer software category with a visibility score of 62.5%, more than 12 points ahead of second-placed Qualtrics at 50.0%. Both scores sit far above the category average of 7.5%, meaning the top two brands capture almost all AI-generated mentions while the remaining 18 brands are largely invisible. Medallia's composite score of 43.8 versus Qualtrics's 42.5 makes the overall gap narrow, but the visibility gap between these two and the rest of the field is significant.
AskNicely presents the clearest divergence between visibility and citation in this category. Its visibility is just 12.5%, matching the category's mid-tier, but its citation rate is 37.5%, the highest of any brand in the audit. Medallia, by contrast, holds the top visibility score of 62.5% but has a citation rate of 0.0%, meaning AI describes it frequently without linking to it. Qualtrics is the only top-two brand earning both meaningful visibility (50.0%) and a non-zero citation rate (25.0%).
Every brand in the top 10 lists Google AI Mode as its top engine, confirming that this category's AI visibility landscape is almost entirely shaped by a single engine. The top cited sources are third-party domains including chattermill.com, enterpret.com, revuze.it, and customergauge.com, none of which are the brands' own domains. This pattern suggests Google AI Mode draws on analyst and commentary sites rather than vendor content when generating citations in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Medallia 38% → 62% · rank #2 → #1+25pp
-
Qualtrics 38% → 50% · rank #1 → #2+12pp
-
AskNicely 0% → 12% · rank #8 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
medallia.com
|
62% | 0% | Google AI Mode |
Medallia leads all brands with 62.5% visibility, more than 8 times the category average, but its 0.0% citation rate means AI describes it without sourcing it. |
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| 2 |
qualtrics.com
|
50% | 25% | Google AI Mode |
Qualtrics is the only top-two brand with both high visibility (50.0%) and a positive citation rate (25.0%), making it the most balanced AI presence in the category. |
||||
| 3 |
asknicely.com
|
12% | 38% | Google AI Mode |
AskNicely jumped five places from rank 8, with citation rate (37.5%) now far exceeding its visibility (12.5%), the largest citation-to-visibility gap among all ranked brands. |
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| 4 |
zonkafeedback.com
|
12% | 12% | Google AI Mode |
Zonka Feedback sits at 12.5% for both visibility and citation, producing a balanced but low composite score of 12.5, exactly at the mid-tier floor for this category. |
||||
| 5 |
surveysparrow.com
|
12% | 0% | Google AI Mode |
SurveySparrow matches Zonka Feedback on visibility at 12.5% but earns 0.0% citation, giving it the lowest composite score (8.8) among brands with any visibility at all. |
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| 6 |
alchemer.com
|
0% | 12% | Google AI Mode |
| 7 |
qualaroo.com
|
0% | 12% | Google AI Mode |
| 8 |
inmoment.com
|
0% | 0% | Google AI Mode |
| 9 |
surveymonkey.com
|
0% | 0% | Google AI Mode |
| 10 |
nice.com
|
0% | 0% | Google AI Mode |
| 11 |
birdeye.com
|
0% | 0% | Google AI Mode |
| 12 |
verint.com
|
0% | 0% | Google AI Mode |
| 13 |
hotjar.com
|
0% | 0% | Google AI Mode |
| 14 |
uservoice.com
|
0% | 0% | Google AI Mode |
| 15 |
typeform.com
|
0% | 0% | Google AI Mode |
| 16 |
forsta.com
|
0% | 0% | Google AI Mode |
| 17 |
delighted.com
|
0% | 0% | Google AI Mode |
| 18 |
mopinion.com
|
0% | 0% | Google AI Mode |
| 19 |
opinionlab.com
|
0% | 0% | Google AI Mode |
| 20 |
getfeedback.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on voice of customer software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →
Get your own voice of customer software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about voice of customer software AI visibility
Who leads AI visibility in Voice of Customer software?
Medallia leads with a visibility score of 62.5%, well ahead of second-placed Qualtrics at 50.0%, and both sit far above the category average of 7.5%.
Which brand has the highest citation rate in this category?
AskNicely holds the highest citation rate at 37.5%, despite a visibility score of only 12.5%, meaning AI cites it more often than it proactively names it.
What sources does AI cite most for Voice of Customer software research?
The top cited sources are third-party domains including chattermill.com, enterpret.com, revuze.it, and customergauge.com, rather than vendor websites.
Which engine drives AI visibility in this category?
Google AI Mode is the top engine for every brand in the top 10, making it the sole driver of AI visibility across the Voice of Customer software category in this audit.
How concentrated is AI visibility in this category?
The top two brands, Medallia and Qualtrics, hold visibility scores of 62.5% and 50.0% respectively, while the category average is just 7.5%, showing extreme concentration at the top.
Which brand improved most in this audit period?
AskNicely made the largest rank improvement, rising five places from rank 8 to rank 3, with citation delta of 37.5% and visibility rising from 0.0% to 12.5%.