Customer feedback analytics software: AI search visibility ranking (2026)
How AI search engines rank customer feedback analytics 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. Customer feedback analytics platforms used to collect responses, detect themes, measure sentiment, and turn voice-of-customer signals into product and service insight. 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 Customer feedback analytics software, AI engines predominantly mention Thematic as the leading brand. With a visibility score of 37.5%, it's ahead of competitors like Zonka Feedback and Medallia. This indicates strong recognition across various AI answers and underscores its prominence in the field.
The rankings are shaped by the sources AI engines frequently refer to, including platforms like youtube.com, enterpret.com, and chattermill.com. The prominence of aggregator and review sites means that brands with more visibility and engagement on these platforms tend to rank higher, offering a glimpse into their market perception and user feedback.
For buyers exploring options on this page, it's crucial to consider how AI engines value the latest reviews and independent validation. Look for brands with strong topical authority in Customer feedback analytics, as these factors often signal robust software solutions backed by recent and diversified user feedback.
At a glance
What we observed in this category
Thematic leads the customer feedback analytics software category with a visibility score of 37.5%, which is five times the category average of 7.5%. This gap is significant because the next three brands (Zonka Feedback, Medallia, and Qualtrics) are all clustered at 25.0%, meaning Thematic holds a clear first-mover advantage in AI-generated responses. Thematic also rose from rank 4 to rank 1, gaining 25 percentage points in visibility, making it the fastest-climbing brand in this audit period alongside Zonka Feedback.
A striking divergence exists between visibility and citation across the top five. Medallia and Qualtrics each hold 25.0% visibility but have 0.0% citation rates, meaning AI surfaces them by name but does not link out to their domains. Conversely, Chattermill has 0.0% visibility yet a 50.0% citation rate, the highest in the dataset, indicating it is trusted as a source even when not named in responses. Zonka Feedback is the only top-five brand where both visibility (25.0%) and citation (37.5%) are meaningfully above the 7.5% category average.
Google AI Mode is the top engine for every brand in this dataset, meaning the entire category's AI visibility is concentrated in a single engine. The top cited sources in the category include youtube.com, enterpret.com, usersnap.com, and chattermill.com, none of which are the category's highest-visibility brand. This suggests Google AI Mode is anchoring its factual sourcing on third-party review and content sites rather than on the vendors it names most frequently in generated responses.
Movers & shakers since last refresh
Biggest visibility risers
-
Thematic 12% → 38% · rank #4 → #1+25pp
-
Zonka Feedback 0% → 25% · rank #5 → #2+25pp
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Medallia 0% → 25% · rank #9 → #3+25pp
Biggest visibility fallers
-
Chattermill 12% → 0% · rank #3 → #5-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
getthematic.com
|
38% | 12% | Google AI Mode |
Thematic leads at 37.5% visibility, five times the 7.5% category average, but its 12.5% citation rate sits well below its visibility advantage, signalling a named-not-cited dynamic. |
||||
| 2 |
zonkafeedback.com
|
25% | 38% | Google AI Mode |
Zonka Feedback is the standout dual performer, with 25.0% visibility and a 37.5% citation rate that is the second highest in the top five, up from 0.0% visibility last period. |
||||
| 3 |
medallia.com
|
25% | 0% | Google AI Mode |
Medallia matches the 25.0% visibility of peers Qualtrics and Zonka Feedback but holds a 0.0% citation rate despite jumping six ranks, suggesting AI names it without linking to its domain. |
||||
| 4 |
qualtrics.com
|
25% | 0% | Google AI Mode |
Qualtrics shares an identical composite score of 17.5 with Medallia and the same 0.0% citation rate, meaning both enterprise incumbents are named in responses but not used as cited sources. |
||||
| 5 |
chattermill.com
|
0% | 50% | Google AI Mode |
Chattermill is an outlier with 0.0% visibility but a 50.0% citation rate, the highest in the dataset, meaning AI treats it as a reference source while omitting it from named brand mentions. |
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| 6 |
typeform.com
|
12% | 12% | Google AI Mode |
| 7 |
survicate.com
|
12% | 12% | Google AI Mode |
| 8 |
surveymonkey.com
|
12% | 0% | Google AI Mode |
| 9 |
asknicely.com
|
0% | 12% | Google AI Mode |
| 10 |
customergauge.com
|
0% | 12% | Google AI Mode |
| 11 |
nicereply.com
|
0% | 0% | Google AI Mode |
| 12 |
reviewtrackers.com
|
0% | 0% | Google AI Mode |
| 13 |
delighted.com
|
0% | 0% | Google AI Mode |
| 14 |
getfeedback.com
|
0% | 0% | Google AI Mode |
| 15 |
alchemer.com
|
0% | 0% | Google AI Mode |
| 16 |
birdeye.com
|
0% | 0% | Google AI Mode |
| 17 |
inmoment.com
|
0% | 0% | Google AI Mode |
| 18 |
qualtrics.com
|
0% | 0% | Google AI Mode |
| 19 |
khoros.com
|
0% | 0% | Google AI Mode |
| 20 |
usertesting.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on customer feedback analytics 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 customer feedback analytics 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 customer feedback analytics software AI visibility
Who leads AI visibility in customer feedback analytics software?
Thematic leads with 37.5% visibility, five times the 7.5% category average, and rose from rank 4 to rank 1 in the most recent audit period.
Which brand has the highest citation rate in this category?
Chattermill holds the highest citation rate at 50.0%, despite having 0.0% visibility, meaning AI engines cite its domain as a source without naming it in generated brand lists.
What sources does AI cite most for customer feedback analytics software research?
The top cited sources include youtube.com, enterpret.com, usersnap.com, and chattermill.com, none of which are the category's top-visibility vendor.
Which engine dominates AI visibility for this category?
Google AI Mode is the top-performing engine for every single brand in the dataset, meaning the category's entire AI visibility footprint is concentrated in one engine.
Are any major enterprise brands being named by AI without being cited?
Yes, both Medallia and Qualtrics have 25.0% visibility but 0.0% citation rates, indicating Google AI Mode names them in responses but does not link to their domains as sources.
Which brands showed the biggest AI visibility gains in the latest audit period?
Thematic, Zonka Feedback, and Medallia each gained 25 percentage points in visibility, with Medallia making the largest rank jump, moving from rank 9 to rank 3.