The standing depends on who is buying. Every model is asked the same questions for each company size.
UpGuard is first at 38%.
UpGuard is first at 44%. 0 of 14 models made it the first choice when asked directly.
ProcessUnity is first at 25%.
“Mid-market integrated | UpGuard, Vanta (TPRM module), Hyperproof, Complies | Faster setup, modern UX, often better price-to-value”Kimi K2 · Scale-constrained question · alternative
“If you need a more complete TPRM program and can stretch budget for broader automation, look at Vanta next.”GPT-5.4 mini · Budget-constrained question · alternative
“Strong for compliance-focused TPRM with automation... It's not the cheapest but offers good value”Grok 4.20 · Budget-constrained question · alternative
“Vanta or Drata (Vendor Management Modules) — *Best if You Already Need SOC 2 / Compliance*”Gemini 3.5 Flash · Paraphrase question · alternative
“What to Avoid (if budget is truly limited) - Vanta / Drata / OneTrust”DeepSeek V4 Flash · Budget-constrained question · warning
“primarily designed to measure risk rather than manage the end-to-end workflow of questionnaires”Claude Haiku 4.5 · Negative question · warning
“with Vanta and Drata often better suited to smaller or compliance-led programs”Perplexity Sonar · Comparative question · warning
“its vendor-management features may be lighter than specialist TPRM platforms”Perplexity Sonar · Negative question · warning
The products named in the same answers as Vanta TPRM, over the 109 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 91 | 42 | View → | |
| 59 | 5 | View → | |
| 49 | 0 | View → | |
| 44 | 1 | View → | |
| 40 | 2 | View → | |
| 39 | 0 | View → | |
| 36 | 0 | View → | |
| 33 | 2 | View → | |
| 33 | 1 | View → | |
| 22 | 0 | View → |
What the models named instead of Vanta TPRM →
A side-by-side page exists where both products are among a category's top eight.
Stated on Vanta TPRM's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 101 of the 109 answers that named Vanta TPRM and are not a share of its labels.
310 of the 349 domain citations in answers naming Vanta TPRM came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 3 | 0 | 2 | 5 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 4 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
| 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. Of its titles that name a category, most name GRC (34); 0 name the category the models place it in. 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.