Vanta was the only compliance management tool that ChatGPT and Gemini named in all 6 of the 6 buyer questions we ran on 2026-08-06. No other product was named every time.
We put the same shopping question to ChatGPT and Gemini six different ways, gave each one live web search, and recorded every product they named and every web page they cited. Six answers came back, and this page is built only from what was in them.
Drata and Secureframe came next, each named in 5 of the 6 answers. Cynomi and OneTrust followed at 4 of 6. Then four enterprise governance, risk and compliance names tied at 3 of 6 apiece: Hyperproof, LogicGate Risk Cloud, RSA Archer and SAP GRC. After that the tail drops off fast: 12 of the 21 products named appeared in just 1 of the 6 answers.
The shortlist changed a lot depending on how we asked
The six questions returned six different shortlists, and the wording moved the answer more than any single product's reputation did. Of the 21 products named across all six answers, 12 showed up in exactly one question. Vanta was the only name that survived all six phrasings.
The bare "best compliance management software" question produced a startup-heavy list of 8: Drata, Vanta, VComply, OneTrust Certification, Keylight Platform, Cynomi, Secureframe and Quickbase. Four of those appeared here and nowhere else in the six answers: VComply, OneTrust Certification, Keylight Platform and Quickbase.
"Best compliance management software for small teams" pulled a different crowd. Four of its 8 names appeared in no other answer: EHS Hero, HSI Donesafe, NAVEX One Compliance Essentials and OneTrust Certification Automation. Workplace-safety and ethics-reporting tools surfaced here that the other five questions never mentioned.
"What compliance management software should I use" returned 8 names and added two that were unique to it: Tugboat Logic and Ostendio.
The "best free" question changed the list the most. It dropped Drata, Secureframe and Cynomi completely, and instead named RiskWatch and EventLog Analyzer, two products that appeared in none of the other five answers. Alongside them it pulled in the heavyweight platforms SAP GRC, RSA Archer and LogicGate Risk Cloud. Of the 8 names in the plain "best" answer and the 8 in the "best free" answer, only Vanta appeared in both.
"Most affordable" and plain "recommendations" settled on a stable core of 8 each: Vanta, Drata, Secureframe and OneTrust, plus the GRC group of RSA Archer, SAP GRC, LogicGate Risk Cloud and Hyperproof. Neither of these two questions introduced a single product unique to itself.
That GRC group is a clean example of fan-out at work. RSA Archer, SAP GRC and LogicGate Risk Cloud were named only in the free, affordable and recommendations questions, 3 of 6 each, and never once in the "best" or "small teams" answers. Ask for the best and you get compliance-automation startups. Ask for free or affordable and you get legacy GRC. Only Vanta reads as the answer to both.
OneTrust is worth a note because the engines named it under three different labels: plain "OneTrust" in 4 of 6 answers, "OneTrust Certification" in 1, and "OneTrust Certification Automation" in 1. We report those as three separate rows, the way the measurement recorded them, rather than adding them into one number the data never produced.
The source map: who fed the answers
Four domains tied as the most-cited sources, each feeding 5 of the 6 answers: cynomi.com, quickbase.com, reddit.com and vanta.com. securitycompass.com fed 4 of 6 and sentinelone.com fed 3 of 6. Twenty domains fed the six answers in total, and the answers were built mostly from vendor blogs and one community forum.
Reddit was the only community forum anywhere in the source set, and it fed 5 of the 6 answers on its own. The familiar review directories showed up but lightly: G2 fed 1 of 6 answers, Capterra fed 2, and Gartner fed 2, so those three put together were cited in as many answers as Reddit reached by itself.
The clearest pattern is that a vendor's own domain, when it feeds an answer, tends to carry that vendor's name into it. vanta.com fed 5 of the 6 answers and Vanta was named in all 6. cynomi.com fed 5 of the 6 answers and Cynomi was named in 4. That is the key insight of the whole measurement: the two products whose own pages were top sources are also two of the most-named products.
Owning a cited page is not enough by itself, though. quickbase.com also fed 5 of the 6 answers, yet Quickbase the product was named only once. securitycompass.com fed 4 answers and sentinelone.com fed 3, and neither Security Compass nor SentinelOne was named as a compliance tool at all. Those pages ranked as roundup articles that list other companies' products, so they fed the engines and named the competition.
You can see the same thing from the other end. Three of the single-mention products were named in the exact question their own domain was cited in: VComply with v-comply.com, RiskWatch with riskwatch.com, and NAVEX with navex.com. Each got its one appearance, 1 of 6, essentially off its own page being the source.
What a vendor here would do to get named
If you sell compliance software and you want to be in these answers, the source list decides it, not your market share. The measurement names the exact 20 domains that fed the six answers, led by cynomi.com, quickbase.com, reddit.com and vanta.com at 5 of 6 apiece. Get named inside those pages and you are in the answer.
The Quickbase result is the warning. Publishing a balanced roundup on your own blog can make your domain a top source, cited in 5 of 6 answers, while your own product is named only once, because the article lists your rivals. Vanta and Cynomi did the opposite: their own pages fed 5 of 6 answers and put their own name in the shortlist. Own-domain content pays off when it actually positions you, not when it reads as a neutral list.
Reddit is the other thing to get right. One community forum fed 5 of the 6 answers, as many as G2, Capterra and Gartner did put together. On this evidence, an honest and well-regarded Reddit presence is worth more to these answers than a directory listing.
The full list, counted
Share is the percentage of the six answers in which the product was named.
| Product | Named in | Share |
|---|---|---|
| Vanta | 6 of 6 | 100% |
| Drata | 5 of 6 | 83% |
| Secureframe | 5 of 6 | 83% |
| Cynomi | 4 of 6 | 67% |
| OneTrust | 4 of 6 | 67% |
| Hyperproof | 3 of 6 | 50% |
| LogicGate Risk Cloud | 3 of 6 | 50% |
| RSA Archer | 3 of 6 | 50% |
| SAP GRC | 3 of 6 | 50% |
| OneTrust Certification | 1 of 6 | 17% |
| OneTrust Certification Automation | 1 of 6 | 17% |
The last two rows are the same brand as OneTrust, recorded under different labels. We keep them separate because that is how the six answers named them. Folding all three into OneTrust's 4 would invent a total the measurement does not show.
Where Glotier fits
Glotier does not sell compliance management software, so we are correctly absent from all 6 of these answers. We were not named, and we should not have been. But this measurement is exactly what Glotier runs for the category you do sell in: it puts your buyers' real questions to ChatGPT and Gemini, records who gets named and which pages fed each answer, and shows you where your name is missing. If your product belongs in a list like this one, you can see whether the assistants actually name it. The check is free, needs no account, and takes about a minute.