AEO for qualitative research software: AI search visibility ranking
How AI search engines rank qualitative research software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Qualitative research software used to analyze interviews, code open-ended responses, organize transcripts, and extract themes from customer or academic studies. 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 seek recommendations for Qualitative research software, AI engines often point to NVivo as the leader, with ATLAS.ti and MAXQDA also mentioned frequently. NVivo stands out with a visibility score of 25 percent, signaling robust recognition in the field. These insights stem largely from how AI references and processes current user feedback and expert opinions.
The rankings are shaped by data from frequently cited sources, such as usercall.co, youtube.com, and lumivero.com. Many of these are aggregator and review sites, which compile and evaluate user feedback across platforms. This means these rankings are often influenced by comprehensive and current user-generated reviews and expert analysis.
For buyers exploring this list, consider that AI engines value sources like recent reviews and third-party validation. A concrete step would be to prioritize platforms with strong topical authority in the specific subcategory you are interested in, as these often provide reliable insights into the software's strengths and weaknesses.
At a glance
What we observed in this category
NVivo, ATLAS.ti, and MAXQDA each hold 25% visibility, placing all three well above the category average of 5.6%. However, NVivo separates itself through citation rate: at 62.5% it matches Delve at the top of that metric, while ATLAS.ti sits at 50% and MAXQDA trails at 37.5%. The composite score gap between NVivo (36.2) and MAXQDA (28.8) shows that citation weight, not visibility alone, determines the ranking hierarchy in this category.
Delve is the clearest example of visibility-citation divergence in this dataset. It holds only 12.5% visibility, half the top trio, yet its citation rate of 62.5% equals NVivo's. Dovetail and Thematic also sit at 12.5% visibility but record 0% citations, meaning they appear in AI responses without being sourced. That zero-citation pattern for two brands at the same visibility tier confirms that being named and being trusted as a source are genuinely separate outcomes in this category.
Google AI Mode is the top engine for every brand in the dataset, suggesting the audit is concentrated on that single surface. Among cited sources, usercall.co and youtube.com appear before lumivero.com (NVivo's own domain), and atlasti.com features as a direct cited source, confirming that third-party and community content is shaping AI answers alongside brand-owned pages. An academic library guide (guides.library.illinois.edu) also appears in the source list, pointing to institutional content as a structuring signal in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
ATLAS.ti 12% → 25% · rank #2 → #2+12pp
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MAXQDA 12% → 25% · rank #4 → #3+12pp
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Delve 0% → 12% · rank #3 → #4+12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
lumivero.com
|
25% | 62% | Google AI Mode |
NVivo leads with a composite score of 36.2, driven by a 62.5% citation rate that is nearly six times the category average of 10.6%. |
||||
| 2 |
atlasti.com
|
25% | 50% | Google AI Mode |
ATLAS.ti matches NVivo's 25% visibility but trails on citation rate (50% vs 62.5%), producing a composite score 3.7 points lower at 32.5. |
||||
| 3 |
maxqda.com
|
25% | 38% | Google AI Mode |
MAXQDA holds 25% visibility equal to the top two but its 37.5% citation rate is the weakest in that tier, yielding a composite of 28.8. |
||||
| 4 |
delvetool.com
|
12% | 62% | Google AI Mode |
Delve punches above its 12.5% visibility with a 62.5% citation rate, the joint highest in the category, producing a composite score of 27.5. |
||||
| 5 |
dovetail.com
|
12% | 0% | Google AI Mode |
Dovetail appears in 12.5% of AI responses but records a 0% citation rate, leaving it with a composite score of just 8.8 despite measurable visibility. |
||||
| 6 |
getthematic.com
|
12% | 0% | Google AI Mode |
| 7 |
looppanel.com
|
0% | 0% | Google AI Mode |
| 8 |
aureliushq.com
|
0% | 0% | Google AI Mode |
| 9 |
usertesting.com
|
0% | 0% | Google AI Mode |
| 10 |
lookback.com
|
0% | 0% | Google AI Mode |
| 11 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 12 |
condens.io
|
0% | 0% | Google AI Mode |
| 13 |
qualtrics.com
|
0% | 0% | Google AI Mode |
| 14 |
maze.co
|
0% | 0% | Google AI Mode |
| 15 |
discuss.io
|
0% | 0% | Google AI Mode |
| 16 |
optimalworkshop.com
|
0% | 0% | Google AI Mode |
| 17 |
recollective.com
|
0% | 0% | Google AI Mode |
| 18 |
remesh.ai
|
0% | 0% | Google AI Mode |
| 19 |
questionpro.com
|
0% | 0% | Google AI Mode |
| 20 |
dscout.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on qualitative research 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own qualitative research 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 research software
Who leads AI visibility in qualitative research software?
NVivo, ATLAS.ti, and MAXQDA are tied on visibility at 25% each, all well above the category average of 5.6%. NVivo holds the top composite score of 36.2, separated from the others by its 62.5% citation rate.
Which brand has the best citation rate in this category?
NVivo and Delve both record a 62.5% citation rate, the highest in the dataset. Notably, Delve achieves this despite having only 12.5% visibility, compared to NVivo's 25%.
What sources does Google AI Mode cite most for qualitative research software queries?
The top cited sources are usercall.co, youtube.com, lumivero.com, skimle.com, greatquestion.co, atlasti.com, listenlabs.ai, and guides.library.illinois.edu. Third-party and community sites appear before several brand-owned domains.
Which brands appear in AI answers but are not being cited as sources?
Dovetail and Thematic both have 12.5% visibility but 0% citation rates, meaning they are named in AI responses without their domains being sourced.
Which brands have shown the strongest recent visibility growth?
ATLAS.ti and MAXQDA both grew visibility by 12.5 percentage points in the latest period, and each also gained 25 percentage points on citation rate. Delve entered the visible set from 0%, adding 12.5 points of visibility.
How concentrated is AI visibility in this category?
Visibility is highly concentrated: the top three brands each hold 25% visibility while the category average is only 5.6%, and seven of the ten ranked brands record 0% visibility.