Qualitative research software: AI search visibility ranking (2026)
How AI search engines rank qualitative research 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. 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 →
Refreshed Jun 12, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
NVivo leads the qualitative research software category with a composite score of 45.0, meaningfully ahead of MAXQDA at 37.5 and ATLAS.ti at 30.0. The gap matters because NVivo holds a citation rate of 62.5 percent, nearly double MAXQDA's 37.5 percent, signalling that AI systems not only mention NVivo more frequently but actively reference it as a trusted source. With the category average visibility sitting at just 6.9 percent, the top three brands are operating in a different tier entirely from the remaining 17 brands.
Delve presents the sharpest divergence between visibility and citation in this dataset. Its visibility score is 0.0 percent, yet its citation rate reaches 75.0 percent, the highest in the entire category. Looppanel shows the same pattern at 0 percent visibility and 37.5 percent citation. This means AI answers frequently link to these domains as supporting sources without ever naming the brands in a descriptive context, a meaningful distinction for brands trying to understand whether they are named or merely trusted by the AI.
Every brand in the top ten lists Google AI Mode as its top engine, indicating that this category's AI visibility landscape is effectively a single-engine contest at present. The top cited sources include youtube.com, lumivero.com, delvetool.com, reddit.com, and maxqda.com, suggesting AI anchors on a mix of vendor-owned content and community or video platforms. The presence of blog.delvetool.com as a distinct cited source alongside delvetool.com reinforces that Delve's content strategy is generating citation signals even while its named visibility has fallen to zero.
Movers & shakers since last refresh
Biggest visibility risers
-
Thematic 0% → 25% · rank #8 → #5+25pp
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MAXQDA 25% → 38% · rank #4 → #2+12pp
Biggest visibility fallers
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Delve 25% → 0% · rank #2 → #4-25pp
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NVivo 50% → 38% · rank #1 → #1-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
lumivero.com
|
38% | 62% | Google AI Mode |
NVivo holds the top composite score of 45.0 and a citation rate of 62.5 percent, the highest in the category, despite a visibility decline of 12.5 points from the previous period. |
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| 2 |
maxqda.com
|
38% | 38% | Google AI Mode |
MAXQDA matches NVivo's visibility at 37.5 percent but trails on citations at 37.5 percent, and is one of two risers, gaining 12.5 visibility points since the last audit. |
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| 3 |
atlasti.com
|
38% | 12% | Google AI Mode |
ATLAS.ti shares the same 37.5 percent visibility as the two brands above it but has a citation rate of just 12.5 percent, producing a composite score of 30.0 and a notable citation gap. |
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| 4 |
delvetool.com
|
0% | 75% | Google AI Mode |
Delve's citation rate of 75.0 percent is the category's highest yet its visibility has dropped to 0.0 percent, down 25 points, making it the clearest case of a cited but unnamed brand in this dataset. |
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| 5 |
getthematic.com
|
25% | 12% | Google AI Mode |
Thematic is the biggest visibility riser, moving from 0.0 to 25.0 percent visibility and climbing three rank positions, though its citation rate remains low at 12.5 percent. |
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| 6 |
looppanel.com
|
0% | 38% | Google AI Mode |
| 7 |
maze.co
|
0% | 12% | Google AI Mode |
| 8 |
discuss.io
|
0% | 12% | Google AI Mode |
| 9 |
lookback.com
|
0% | 0% | Google AI Mode |
| 10 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 11 |
condens.io
|
0% | 0% | Google AI Mode |
| 12 |
aureliushq.com
|
0% | 0% | Google AI Mode |
| 13 |
optimalworkshop.com
|
0% | 0% | Google AI Mode |
| 14 |
recollective.com
|
0% | 0% | Google AI Mode |
| 15 |
remesh.ai
|
0% | 0% | Google AI Mode |
| 16 |
questionpro.com
|
0% | 0% | Google AI Mode |
| 17 |
qualtrics.com
|
0% | 0% | Google AI Mode |
| 18 |
dscout.com
|
0% | 0% | Google AI Mode |
| 19 |
usertesting.com
|
0% | 0% | Google AI Mode |
| 20 |
dovetail.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 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.
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.
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.
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.
Get your own qualitative research 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 research software AI visibility
Who leads AI visibility in qualitative research software?
NVivo leads with a composite score of 45.0, a visibility rate of 37.5 percent, and a citation rate of 62.5 percent, all well above the category averages of 6.9 percent and 13.1 percent respectively.
Which brand has the highest citation rate in this category even though it has zero named visibility?
Delve holds a 75.0 percent citation rate, the highest in the category, despite a current visibility score of 0.0 percent, meaning AI answers link to its content without naming it as a brand.
What sources does AI cite most for qualitative research software?
The top cited sources include youtube.com, lumivero.com, delvetool.com, reddit.com, maxqda.com, blog.delvetool.com, usercall.co, and flowres.io, indicating a mix of vendor sites, community platforms, and video content.
Which engine dominates AI visibility for this category?
Every brand in the top ten lists Google AI Mode as its top engine, meaning the entire competitive landscape for this category is currently determined by a single AI platform.
Which brands have improved AI visibility most recently?
Thematic gained 25.0 visibility points to reach 25.0 percent and rose three rank positions, while MAXQDA gained 12.5 points and moved up two places to rank second.
How concentrated is AI visibility at the top of this category?
The category average visibility is just 6.9 percent, yet the top three brands each sit at 37.5 percent visibility, showing that AI attention is heavily concentrated among a small cluster of established tools.