| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Compliance automation | Security operations | 29% | 2 of 67 | 22% | 67 | accepted challenger | ▲+6Since September 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| GRC platforms | Security operations | 15% | 2 of 75 | 20% | 51 | accepted challenger | ▲+3Since September 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Third-party risk management | Security operations | 12% | 2 of 87 | 15% | 34 | accepted challenger | ▲+8Since September 2026: 6% → 14%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Breach and attack simulation | Security operations | 2% | 12 of 74 | 0% | 5 | under 10 labels · led by Cymulate at 24% | |
| AI governance platforms | Data platform | 0% | 111 of 135 | 33% | 3 | under 10 labels · led by Credo AI at 18% | |
| Business continuity management | Security operations | 0% | 113 of 114 | 100% | 3 | under 10 labels · led by LogicManager at 24% | |
| Cyber risk quantification | Security operations | 0% | 72 of 116 | 0% | 2 | under 10 labels · led by CyberSaint CyberStrong at 25% | |
| Cloud security posture management | Cloud and infrastructure | 0% | 46 of 80 | 0% | 1 | under 10 labels · led by Wiz at 37% | newNew since September 2026: not ranked then, 0% now. |
| SaaS security posture management | Security operations | 0% | 79 of 95 | 0% | 1 | under 10 labels · led by Wing Security at 30% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| TPRM | 6% | 14% | ▲+8Since September 2026: 6% → 14%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 2 of 87 |
| Compliance automation | 23% | 29% | ▲+6Since September 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 of 67, unchanged |
| GRC | 14% | 17% | ▲+3Since September 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 → 2 of 75 |
| BAS | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 12 of 74, unchanged |
| AI governance | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 111 of 135, unchanged |
| Business continuity | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 113 of 114, unchanged |
| Cyber risk quant | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 116, unchanged |
| CSPM | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 46 of 80, unchanged |
| SSPM | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 79 of 95, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 4 | 1 | 3 | 10 |
| GPT-5.4 mini | 4 | 1 | 3 | 1 | 9 |
| Gemini 3.5 Flash | 7 | 4 | 3 | 4 | 18 |
| Perplexity Sonar | 4 | 1 | 2 | 4 | 11 |
| Grok 4.20 | 3 | 8 | 3 | 3 | 17 |
| Mistral Small | 3 | 2 | 1 | 0 | 6 |
| DeepSeek V4 Flash | 4 | 6 | 3 | 5 | 18 |
| Llama 4 Maverick | 2 | 2 | 5 | 1 | 10 |
| Qwen 3.7 Flash | 6 | 4 | 3 | 3 | 16 |
| Kimi K2 | 4 | 6 | 2 | 1 | 13 |
| GLM 4.7 FlashX | 3 | 3 | 2 | 4 | 12 |
| MiniMax M2.5 | 2 | 3 | 3 | 1 | 9 |
| GPT-6 Luna | 1 | 3 | 2 | 0 | 6 |
| Muse Glimmer 30B | 2 | 3 | 3 | 4 | 12 |
Verbatim evidence the judge attached to positive labels.
“Vanta is often the best starting point for a smaller company because it combines vendor-risk workflows with broader compliance automation in one platform” GPT-5.4 mini · TPRM · budget prompt · first choice
“Vanta, in particular, utilizes "Agentic VRM" to automatically read vendor evidence, auto-answer questionnaires, and continuously scan for vendor breach data.” Gemini 3.5 Flash · TPRM · scale prompt · first choice
“I would recommend Vanta if your team wants a single platform that combines vendor risk management with your own security/compliance program” Perplexity Sonar · TPRM · paraphrase prompt · first choice
“Widely recognized for its comprehensive features and strong automation capabilities, making it a top choice for mid-market B2B companies.” Mistral Small · Compliance automation · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Vanta and Drata, which are compliance certification-only platforms that do not offer business continuity planning, crisis management, or incident response.” Llama 4 Maverick · Business continuity · negative prompt · hard negative
“What to Avoid If Budget Is Tight ... Vanta (~$10K–$35K+/yr)” Kimi K2 · Compliance automation · budget prompt · hard negative
“Avoid: Tools like Vanta, Drata, or Secureframe.” GLM 4.7 FlashX · GRC · budget prompt · hard negative
“avoid treating these as BCM platforms” Perplexity Sonar · Business continuity · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 500 of the 526 answers that named Vanta and are not a share of its labels.
1,058 of the 1,349 domain citations in answers naming Vanta came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 812 | 78 | 2026-09-29 | GRC, Compliance automation | |
| Webinar or virtual event | 245 | 1 | 2026-07-21 | GRC, Compliance automation | |
| Case study | 116 | undated | |||
| Template or tool | 96 | 2 | 2026-08-14 | GRC | |
| Comparison | 50 | 5 | 2026-09-29 | GRC | |
| Glossary or explainer | 41 | 13 | 2026-09-24 | GRC, Compliance automation | |
| Report or ebook | 27 | undated | GRC | ||
| Conference or event | 11 | undated | |||
| Podcast or video | 1 | undated |
As the event pages on vanta.com state them, read September 28, 2026.
Every page vanta.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Vanta's own pages state, read September 28, 2026: vanta.com, vanta.com/pricing, trust.vanta.com, vanta.com/products/ai, vanta.com/customers. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Vanta's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Vanta, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Vanta by email, built from the raw record of the edition. It shows:
Vanta is among the products AI models recommend first in Compliance automation this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Vanta is among the products AI models recommend first in GRC platforms this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Vanta is among the products AI models recommend first in Third-party risk management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.