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 →
Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers ask about Qualitative research software, AI engines frequently highlight NVivo as the leader in the field. With a visibility percentage of 25.0, NVivo stands out among its competitors, followed by other notable brands like ATLAS.ti and Delve. This prominence is due to NVivo's consistent citation rate of 87.5 percent in AI-generated answers.
The rankings are influenced by the frequency of citations from key sources like usercall.co and lumivero.com. Many of these are aggregator or review sites, suggesting that they offer comprehensive evaluations from multiple perspectives. This extensive base of information helps AI engines determine which brands have the most substantial and reliable market presence.
For buyers reviewing this list, it is crucial to focus on brands that AI engines frequently cite, as this reflects recent reviews and third-party validation. NVivo, for example, is not just a popular name but also one endorsed by sources with topical authority. This indicates a trusted reputation in the specific subcategory of Qualitative research software.
At a glance
What we observed in this category
NVivo dominates the qualitative research software category with a visibility score of 25.0% and a citation rate of 87.5%, producing a composite score of 43.8 against a category average visibility of just 3.1%. The next closest brand, ATLAS.ti, scores a composite of 16.2, meaning NVivo's composite is nearly 2.7 times higher. This gap signals that Google AI Mode has a strong, consistent preference for NVivo when generating answers about qualitative research tools, leaving most other brands competing for marginal share.
Delve presents the most striking divergence between visibility and citation in this dataset. Its visibility is 0.0%, meaning AI responses do not surface it by name in overviews, yet its citation rate sits at 50.0%, the second highest in the category. Dovetail shows the opposite pattern, with 12.5% visibility but 0.0% citation rate. This split suggests that being named in an AI response and being used as a source reference are measuring two distinct trust signals that do not move in the same direction for mid-tier brands.
Every brand in this dataset lists Google AI Mode as its top engine, indicating the audit captured no meaningful differentiation across other engines for this category. Among the top cited external sources, usercall.co and lumivero.com appear alongside smaller specialist sites like quirkos.com, survivingresearch.com, and skimle.com. The presence of these niche reference sites alongside brand domains suggests Google AI Mode is anchoring on third-party review and methodology content rather than relying solely on vendor-owned pages for citation support.
Movers & shakers since last refresh
Biggest visibility risers
-
Dovetail 0% → 12% · rank #20 → #5+12pp
Biggest visibility fallers
-
ATLAS.ti 38% → 12% · rank #3 → #2-25pp
-
MAXQDA 38% → 12% · rank #2 → #4-25pp
-
Thematic 25% → 0% · rank #5 → #12-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
lumivero.com
|
25% | 88% | Google AI Mode |
NVivo leads with 25.0% visibility and 87.5% citation rate, both the highest in the category and far above the 3.1% and 10.0% category averages respectively. |
||||
| 2 |
atlasti.com
|
12% | 25% | Google AI Mode |
ATLAS.ti holds second place with a composite of 16.2 but has dropped sharply, with visibility falling 25 percentage points from 37.5% to 12.5% since the previous period. |
||||
| 3 |
delvetool.com
|
0% | 50% | Google AI Mode |
Delve is cited in 50.0% of responses despite zero visibility score, making it the clearest example of a source-trusted but name-absent brand in this category. |
||||
| 4 |
maxqda.com
|
12% | 12% | Google AI Mode |
MAXQDA fell two rank positions and lost 25 percentage points in both visibility and citation, dropping from 37.5% to 12.5% on each metric in the current period. |
||||
| 5 |
dovetail.com
|
12% | 0% | Google AI Mode |
Dovetail is the biggest visibility riser, jumping from rank 20 to rank 5 with a 12.5 percentage point visibility gain, yet its citation rate remains at 0.0%. |
||||
| 6 |
qualtrics.com
|
0% | 12% | Google AI Mode |
| 7 |
looppanel.com
|
0% | 12% | Google AI Mode |
| 8 |
lookback.com
|
0% | 0% | Google AI Mode |
| 9 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 10 |
condens.io
|
0% | 0% | Google AI Mode |
| 11 |
aureliushq.com
|
0% | 0% | Google AI Mode |
| 12 |
getthematic.com
|
0% | 0% | Google AI Mode |
| 13 |
maze.co
|
0% | 0% | Google AI Mode |
| 14 |
discuss.io
|
0% | 0% | Google AI Mode |
| 15 |
optimalworkshop.com
|
0% | 0% | Google AI Mode |
| 16 |
recollective.com
|
0% | 0% | Google AI Mode |
| 17 |
remesh.ai
|
0% | 0% | Google AI Mode |
| 18 |
questionpro.com
|
0% | 0% | Google AI Mode |
| 19 |
dscout.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 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. 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 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 visibility score of 25.0% and a citation rate of 87.5%, giving it a composite score of 43.8, which is nearly 2.7 times higher than the next ranked brand, ATLAS.ti.
Which qualitative research software brands are cited most often by Google AI Mode?
NVivo has the highest citation rate at 87.5%, followed by Delve at 50.0% and ATLAS.ti at 25.0%, all well above the category average citation rate of 10.0%.
What external sources does Google AI Mode anchor on for qualitative research software queries?
The top cited sources include usercall.co, lumivero.com, quirkos.com, delvetool.com, and smaller specialist sites such as survivingresearch.com and skimle.com, suggesting a mix of vendor and third-party methodology content.
Which brand has the biggest gap between citation rate and visibility in this category?
Delve has a 50.0% citation rate but 0.0% visibility, meaning Google AI Mode references its domain as a source without naming the brand in its generated responses.
Which brands have shown the most significant AI visibility movement recently?
Dovetail is the biggest riser, gaining 12.5 percentage points in visibility to move from rank 20 to rank 5, while ATLAS.ti, MAXQDA, and Thematic each lost 25 percentage points in visibility in the same period.
How concentrated is AI visibility across the qualitative research software category?
Visibility is heavily concentrated, with NVivo holding 25.0% against a category average of just 3.1%, and 8 of the top 10 ranked brands recording zero visibility in the current period.