AEO for qualitative data analysis software: AI search visibility ranking
How AI search engines rank qualitative data analysis software by visibility and citations. 18 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. Qualitative data analysis software used to code interviews, analyze transcripts, organize themes, and generate insight from text, video, and research studies. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Download this AEO ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers ask AI engines about Qualitative data analysis software, MAXQDA consistently leads the pack. The software is mentioned in 37.5% of responses, reflecting its strong market presence. Other top brands in this category include NVivo and ATLAS.ti. With MAXQDA receiving 87.5% of AI citation mentions, it stands out as a clear leader.
The rankings are primarily influenced by sources such as skimle.com and youtube.com, along with reviews from usercall.co and discussions on reddit.com. This demonstrates the importance of aggregator and review sites in shaping AI recommendations, as these platforms provide a broad perspective on software capabilities and user satisfaction.
For buyers, this page highlights how AI engines prioritize brands with recent reviews and strong third-party validation. When choosing software, consider how each brand is supported by topical authority and user feedback on niche forums or review platforms. This can help in selecting a tool that not only leads in AI mentions but also meets user needs and expectations.
At a glance
What we observed in this category
MAXQDA leads the category on composite score (52.5) despite having lower visibility (37.5%) than NVivo (50.0%), because its citation rate of 87.5% is more than double NVivo's 37.5% and dwarfs the category average of 9.7%. NVivo holds the highest raw visibility but its citation rate suggests AI surfaces it by name without consistently linking its domain as a trusted source. This gap between who gets mentioned and who gets cited is the defining structural tension in this category.
ATLAS.ti sits at rank 3 with 37.5% visibility but a citation rate of exactly 0.0%, meaning AI Mode names it in responses while never anchoring a source link to its domain. Delve presents the inverse pattern, with 0.0% visibility but a 50.0% citation rate, indicating its domain is used as a reference source without the brand being prominently named in AI-generated answers. These two brands illustrate that named presence and trusted-source status are entirely decoupled in this category.
Google AI Mode is the dominant engine across all 18 brands in the audit, with every brand recording it as their top engine. The top cited sources include skimle.com, youtube.com, reddit.com, and two university library guides (guides.library.illinois.edu and library.thechicagoschool.edu), alongside maxqda.com itself. This pattern suggests AI is anchoring on third-party review and academic guidance content rather than vendor sites, with MAXQDA being the only brand whose own domain breaks into the top cited sources list.
Movers & shakers since last refresh
Biggest visibility risers
-
ATLAS.ti 25% → 38% · rank #4 → #3+12pp
Biggest visibility fallers
-
Delve 12% → 0% · rank #3 → #4-12pp
-
Taguette 12% → 0% · rank #6 → #6-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
maxqda.com
|
38% | 88% | Google AI Mode |
MAXQDA leads on composite score (52.5) with a category-high citation rate of 87.5%, nearly 9x the 9.7% category average, and is the only brand whose domain appears in the top cited sources list. |
||||
| 2 |
lumivero.com
|
50% | 38% | Google AI Mode |
NVivo has the highest visibility in the category at 50.0%, more than 7x the 6.9% average, but its 37.5% citation rate is less than half of MAXQDA's, limiting its composite score to 46.2. |
||||
| 3 |
atlas.ti
|
38% | 0% | Google AI Mode |
ATLAS.ti matches MAXQDA on visibility at 37.5% and is the category's biggest riser (up 12.5 points), but its 0.0% citation rate pulls its composite score down to just 26.2. |
||||
| 4 |
delvetool.com
|
0% | 50% | Google AI Mode |
Delve has zero visibility yet a 50.0% citation rate, making it the clearest example of a brand cited as a source by AI but not named in AI-generated answers, with a composite score of just 15.0. |
||||
| 5 |
quirkos.com
|
0% | 0% | Google AI Mode |
Quirkos holds rank 5 across 18 brands but records 0.0% on both visibility and citation, meaning it currently has no measurable presence in Google AI Mode responses. |
||||
| 6 |
taguette.org
|
0% | 0% | Google AI Mode |
| 7 |
dovetail.com
|
0% | 0% | Google AI Mode |
| 8 |
getthematic.com
|
0% | 0% | Google AI Mode |
| 9 |
userbit.com
|
0% | 0% | Google AI Mode |
| 10 |
provalisresearch.com
|
0% | 0% | Google AI Mode |
| 11 |
condens.io
|
0% | 0% | Google AI Mode |
| 12 |
optimalworkshop.com
|
0% | 0% | Google AI Mode |
| 13 |
getaurelius.com
|
0% | 0% | Google AI Mode |
| 14 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 15 |
leximancer.com
|
0% | 0% | Google AI Mode |
| 16 |
researchware.com
|
0% | 0% | Google AI Mode |
| 17 |
audiotranskription.de
|
0% | 0% | Google AI Mode |
| 18 |
looppanel.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on qualitative data analysis 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 AEO 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 →
AEO 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 →
Run an AEO audit on your own qualitative data analysis software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for qualitative data analysis software
Who leads AI visibility in qualitative data analysis software?
MAXQDA leads on composite score (52.5) driven by an 87.5% citation rate, though NVivo has higher raw visibility at 50.0%. The category average visibility is just 6.9%, so both brands are significant outliers.
Which brand is most cited as a source by Google AI Mode in this category?
MAXQDA has the highest citation rate at 87.5% and is the only brand whose own domain (maxqda.com) appears in the top cited sources list for the category.
What sources does Google AI Mode anchor on for qualitative data analysis software research?
The top cited sources include skimle.com, youtube.com, reddit.com, usercall.co, greatquestion.co, and two university library guides, suggesting AI relies heavily on third-party and academic content rather than vendor sites.
Can a brand have high citation rates but zero AI visibility in this category?
Yes. Delve has a 50.0% citation rate but 0.0% visibility, meaning its domain is used as a reference source in AI responses without the brand being named in the generated answer text.
Which brand showed the biggest improvement in AI visibility recently?
ATLAS.ti is the only listed riser, gaining 12.5 visibility points to reach 37.5%, though its citation rate remained at 0.0% meaning the gain has not translated into source trust.
How concentrated is AI visibility in this category across 18 brands?
Visibility is highly concentrated. The category average is 6.9% across 18 brands, and only three brands (NVivo, MAXQDA, and ATLAS.ti) record any visibility at all, each at 37.5% or 50.0%.