# Optro: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 15 judge labels across 5 categories by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/optro

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [GRC platforms](https://www.gane.ai/index/it/security/grc-platforms/index.md) | 0% | 25 | 11% | 9 |
| [Compliance automation](https://www.gane.ai/index/it/security/compliance-automation/index.md) | 0% | 30 | 0% | 2 |
| [Third-party risk management](https://www.gane.ai/index/it/security/third-party-risk-management/index.md) | 0% | 60 | 0% | 2 |
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 0% | 65 | 0% | 1 |
| [SaaS security posture management](https://www.gane.ai/index/it/security/saas-security-posture-management/index.md) | 0% | 65 | 0% | 1 |

## What the models said for it

- "Leads in SOX 404 and internal audit depth... a top choice for mid-market to enterprise users" (Mistral Small, GRC)
- "Are internal audit, controls, or SOX the main driver? Look closely at Optro." (GPT-6 Luna, GRC)
- "Leads on SOX 404 and internal audit depth. Best for audit-led GRC expansion." (Muse Glimmer 30B, GRC)
- "Choose Optro, ServiceNow IRM, or MetricStream for larger organizations" (Perplexity Sonar, Compliance automation)

## And against it

- "it may be more risk-management-oriented than a pure compliance starter" (GPT-5.4 mini, GRC)

## By model

| 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Optro, from 62 of the 62 answers that named it (only the models that return a source list).

### Domains cited

- vanta.com: 23
- optro.ai: 20 (its own site)
- riskwatch.com: 20
- softwareadvice.com: 17
- surecloud.com: 17
- process.st: 15
- g2.com: 14
- metricstream.com: 14
- capterra.com: 12
- expertinsights.com: 12

### Pages cited

- https://riskwatch.com/grc-software: 18
- https://softwareadvice.com/risk-management/grc-comparison: 16
- https://process.st/enterprise-grc-platforms: 14
- https://oneleet.com/blog/best-grc-software: 10
- https://securitycomplianceguide.com/blog/grc-software-guide: 10
- https://soc2auditors.org/insights/best-enterprise-grc-software: 9
- https://metricstream.com/blog/top-governance-risk-compliance-grc-tools.html: 8
- https://vanta.com/resources/best-grc-software-solutions-for-enterprises: 8

## In its own words

What Optro's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI-Powered GRC Software (https://optro.ai/)
- For: enterprises (https://optro.ai/)
- Price stated: Request Optro Pricing (https://optro.ai/pricing)
- Certifications: ISO 27001, SOC 2 Type II, SOC 1 Type II, CCPA, GDPR, HIPAA
- Customers named: PetSmart, Lennar Homes, Marmon Holdings, Population Services International, Edgewell, Arthur J. Gallagher, Teradata, MDA

## What it publishes

Every page optro.ai exposes, read 2026-09-29: 2141 addresses. By kind, pages and the last 90 days:

- blog: 1358 pages, 0 in the last 90 days, latest undated
- case study: 79 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 293 pages, 0 in the last 90 days, latest undated
- conference or event: 12 pages, 0 in the last 90 days, latest undated
- report or ebook: 87 pages, 9 in the last 90 days, latest 2026-09-25
- comparison: 13 pages, 0 in the last 90 days, latest undated
- template or tool: 26 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 20 pages, 0 in the last 90 days, latest undated
- podcast or video: 2 pages, 0 in the last 90 days, latest undated
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-25 report or ebook: Vendor sprawl guide https://optro.ai/resources/ebook/vendor-sprawl-guide
- Recent: 2026-09-15 report or ebook: Risk in focus 2027 north america https://optro.ai/resources/ebook/risk-in-focus-2027-north-america
- Recent: 2026-09-09 report or ebook: G sib report https://optro.ai/resources/ebook/g-sib-report
- Recent: 2026-09-08 report or ebook: Bcm reality checklist https://optro.ai/resources/ebook/bcm-reality-checklist
- Recent: 2026-08-25 report or ebook: Agentic ai playbook for auditors https://optro.ai/resources/ebook/agentic-ai-playbook-for-auditors
- Recent: 2026-08-05 report or ebook: Agentic ai report https://optro.ai/resources/ebook/agentic-ai-report

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.