Qualitative data analysis software: AI search visibility ranking (2026)
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 →
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When AI engines like ChatGPT, Claude, and Perplexity answer questions about qualitative data analysis software, NVivo comes up first roughly half the time and earns citations in 75% of relevant responses. MAXQDA and Delve round out the top three across the 18 brands tracked here. If you are evaluating tools in this category, the AI consensus is unusually concentrated around NVivo compared to most software categories.
The sources AI engines cite most often include usercall.co, lumivero.com (NVivo's own publisher), reddit.com, maxqda.com, and vwo.com. That mix of vendor sites, aggregator content, and community discussion means AI recommendations are shaped heavily by brands that dominate their own documentation and appear consistently in third-party roundups and user conversations. Brands with strong Reddit presence or well-structured comparison content on aggregator sites benefit disproportionately.
For a buyer, the practical takeaway is to check whether a brand ranks well specifically for your use case, such as academic research, UX research, or market research, rather than in the category overall. AI engines weight topical authority, so a tool like Delve may surface more often for specific subcategories even if NVivo leads overall. Cross-check rankings here with recent reviews on the cited sources to verify recency and fit.
At a glance
What we observed in this categoryauto-generated
NVivo leads the qualitative data analysis software category with a composite score of 57.5, built on 50.0% visibility and 75.0% citation rate. MAXQDA sits second at 41.2 composite, and the remaining 16 brands fall below 20.0. The gap between NVivo and the category average visibility of 7.6% is stark, meaning most brands in this space are functionally invisible to Google AI Mode. The two-brand concentration at the top signals that AI responses in this category are heavily anchored to established academic-facing tools.
The visibility-versus-citation divergence is most striking for Quirkos and ATLAS.ti. Quirkos holds zero visibility yet achieves a 50.0% citation rate, making it one of the more trusted sources even though AI does not name it in responses. ATLAS.ti shows the inverse pattern: 25.0% visibility but 0.0% citations, meaning it gets mentioned but its own domain is not pulled as a source. Delve follows a similar trust-over-presence pattern with 12.5% visibility but 37.5% citations, suggesting AI treats some smaller tools as reference material rather than named recommendations.
The top cited sources list confirms Google AI Mode is anchoring heavily on third-party review and community content. Usercall.co and Reddit appear alongside brand-owned domains like lumivero.com, maxqda.com, and quirkos.com. YouTube and skimle.com also feature, pointing to a mixed-content sourcing pattern. All ten ranked brands list Google AI Mode as their top engine, confirming this category has no meaningful differentiation across engines and that performance here is essentially a single-engine story.
Movers & shakers since last refresh
Biggest visibility risers
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Taguette 0% → 12% · rank #9 → #6+12pp
Biggest visibility fallers
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ATLAS.ti 88% → 25% · rank #2 → #4-62pp
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NVivo 88% → 50% · rank #1 → #1-38pp
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MAXQDA 62% → 38% · rank #3 → #2-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
lumivero.com
|
50% | 75% | Google AI Mode |
NVivo leads with 50.0% visibility and 75.0% citation rate, both well above the category averages of 7.6% and 13.9%, though visibility has fallen 37.5 points from the prior period. |
||||
| 2 |
maxqda.com
|
38% | 50% | Google AI Mode |
MAXQDA holds second place with 37.5% visibility and 50.0% citation rate, but both metrics have declined, with visibility dropping 25.0 points from 62.5% in the previous period. |
||||
| 3 |
delvetool.com
|
12% | 38% | Google AI Mode |
Delve achieves a citation rate of 37.5% on only 12.5% visibility, indicating AI cites its domain as a source far more often than it names the brand in responses. |
||||
| 4 |
atlas.ti
|
25% | 0% | Google AI Mode |
ATLAS.ti has 25.0% visibility but 0.0% citation rate, the largest positive visibility-to-citation gap in the top five, and its visibility has collapsed 62.5 points from 87.5% previously. |
||||
| 5 |
quirkos.com
|
0% | 50% | Google AI Mode |
Quirkos records 0.0% visibility yet earns a 50.0% citation rate, meaning its domain appears as a trusted source while the brand itself is absent from AI-generated named recommendations. |
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| 6 |
taguette.org
|
12% | 0% | Google AI Mode |
| 7 |
dovetail.com
|
0% | 12% | Google AI Mode |
| 8 |
getthematic.com
|
0% | 12% | Google AI Mode |
| 9 |
looppanel.com
|
0% | 12% | Google AI Mode |
| 10 |
userbit.com
|
0% | 0% | Google AI Mode |
| 11 |
condens.io
|
0% | 0% | Google AI Mode |
| 12 |
provalisresearch.com
|
0% | 0% | Google AI Mode |
| 13 |
optimalworkshop.com
|
0% | 0% | Google AI Mode |
| 14 |
getaurelius.com
|
0% | 0% | Google AI Mode |
| 15 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 16 |
leximancer.com
|
0% | 0% | Google AI Mode |
| 17 |
researchware.com
|
0% | 0% | Google AI Mode |
| 18 |
audiotranskription.de
|
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 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 qualitative data analysis 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 qualitative data analysis software AI visibility
Who leads AI visibility in qualitative data analysis software?
NVivo leads with a composite score of 57.5, driven by 50.0% visibility and 75.0% citation rate. MAXQDA is second at 41.2, and the rest of the 18-brand field sits below 20.0.
What sources does Google AI Mode cite most for qualitative data analysis software research?
The top cited sources include usercall.co, lumivero.com, reddit.com, maxqda.com, vwo.com, youtube.com, skimle.com, and quirkos.com, showing a mix of third-party review sites, community platforms, and brand-owned domains.
Which brand has the biggest gap between being named and being cited as a source?
Quirkos has 0.0% visibility but a 50.0% citation rate, the largest divergence in the dataset. ATLAS.ti shows the reverse, with 25.0% visibility and 0.0% citations.
Which brand has seen the steepest decline in AI visibility recently?
ATLAS.ti dropped 62.5 visibility points, falling from 87.5% to 25.0% and slipping from rank 2 to rank 4. NVivo also fell 37.5 points despite retaining the overall top position.
Is AI visibility in this category spread evenly across multiple search engines?
No. All ten ranked brands list Google AI Mode as their top engine, meaning performance in this category is effectively determined by a single engine with no meaningful multi-engine differentiation.
How does the average visibility in this category compare to the leading brand?
The category average visibility is 7.6%, while NVivo sits at 50.0%, meaning the leader is more than six times more visible than the average brand across the 18 tracked in this space.