Optro is GRC software for enterprises, covering compliance automation, internal controls and SOX, audit, and third-party risk management · optro.ai ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Vanta is first at 30%.
Hyperproof is first at 22%. 0 of 14 models made it the first choice when asked directly.
ServiceNow Integrated Risk Management is first at 25%.
“Leads in SOX 404 and internal audit depth... a top choice for mid-market to enterprise users”Mistral Small · Comparative question · alternative
“Are internal audit, controls, or SOX the main driver? Look closely at Optro.”GPT-6 Luna · Comparative question · alternative
“Leads on SOX 404 and internal audit depth. Best for audit-led GRC expansion.”Muse Glimmer 30B · Comparative question · alternative
“Choose Optro, ServiceNow IRM, or MetricStream for larger organizations”Perplexity Sonar · Comparative question · alternative
“it may be more risk-management-oriented than a pure compliance starter”GPT-5.4 mini · Paraphrase question · warning
The products named in the same answers as Optro, over the 62 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 43 | 11 | View → | |
| 40 | 5 | View → | |
| 38 | 14 | View → | |
| 38 | 2 | View → | |
| 36 | 5 | View → | |
| 23 | 3 | View → | |
| 22 | 3 | View → | |
| 22 | 0 | View → | |
| 20 | 0 | View → | |
| 19 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Optro'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 62 of the 62 answers that named Optro and are not a share of its labels.
144 of the 164 domain citations in answers naming Optro 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 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,358 | undated | GRC, TPRM | ||
| Webinar or virtual event | 293 | undated | GRC, TPRM | ||
| Report or ebook | 87 | 9 | 2026-09-25 | GRC, TPRM | |
| Case study | 79 | undated | |||
| Template or tool | 26 | undated | GRC | ||
| Glossary or explainer | 20 | undated | |||
| Comparison | 13 | undated | |||
| Conference or event | 12 | undated | GRC | ||
| Podcast or video | 2 | undated | |||
| News or press | 2 | undated |
As the event pages on optro.ai state them, read September 28, 2026.
Every page optro.ai 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.