# ModelOp Center: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 19 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/modelop-center

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 30 | 26% | 19 |

## What the models said for it

- "Specializes in model operations and governance, helping organizations operationalize and monitor AI models in production environments." (Mistral Small, AI governance)
- "for model lifecycle tracking, validation and SR 11-7 style model risk management if you already have an MLOps footprint" (Muse Glimmer 30B, AI governance)
- "ModelOp if you have a substantial portfolio of production models and need lifecycle operations" (GPT-6 Luna, AI governance)
- "Choose ModelOp or Monitaur for formal model-risk management in regulated sectors." (Perplexity Sonar, AI governance)

## And against it

- "Avoid for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp" (Grok 4.20, AI governance)
- "Enterprise-only platforms (OneTrust, Holistic AI, ModelOp) – typically $30K–$150K+/year" (MiniMax M2.5, AI governance)
- "Avoid heavy enterprise platforms like ModelOp or Securiti.ai until you scale" (Qwen 3.7 Flash, AI governance)
- "Consider IBM watsonx.governance or ModelOp only if you manage a large portfolio of models" (Perplexity Sonar, AI governance)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named ModelOp Center, from 51 of the 52 answers that named it (only the models that return a source list).

### Domains cited

- superblocks.com: 36
- aimultiple.com: 15
- ibm.com: 12
- pillar.security: 12
- zapier.com: 12
- gartner.com: 11
- github.com: 11
- infomineo.com: 11
- upguard.com: 11
- strac.io: 10

### Pages cited

- https://superblocks.com/blog/ai-governance-solutions: 32
- https://aimultiple.com/ai-governance-tools: 15
- https://pillar.security/blog/best-ai-governance-platforms-2026: 12
- https://superblocks.com/blog/ai-governance-platform: 12
- https://zapier.com/blog/ai-governance-tools: 12
- https://infomineo.com/artificial-intelligence/best-ai-governance-tools-in-2026-top-platforms-compared: 11
- https://upguard.com/blog/best-ai-governance-platforms: 11
- https://strac.io/blog/best-ai-governance-tools-and-software: 10

## In its own words

What ModelOp Center's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI Governance for CAIO, CDAO, CIO, & CISOs (https://www.modelop.com/solutions/caio-cdao-cio)
- For: CAIO, CDAO, CIO, & CISOs (https://www.modelop.com/solutions/caio-cdao-cio)
- Integrations claimed: 50 (https://www.modelop.com/solutions/caio-cdao-cio)
- Hosting: Global

## What it publishes

Every page modelop.com exposes, read 2026-10-05: 455 addresses. By kind, pages and the last 90 days:

- blog: 131 pages, 6 in the last 90 days, latest 2026-09-22
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest 2024-07-23
- conference or event: 8 pages, 0 in the last 90 days, latest 2025-10-15
- report or ebook: 20 pages, 0 in the last 90 days, latest undated
- comparison: 7 pages, 0 in the last 90 days, latest undated
- template or tool: 4 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 142 pages, 0 in the last 90 days, latest undated
- podcast or video: 32 pages, 2 in the last 90 days, latest 2026-07-28
- news or press: 3 pages, 0 in the last 90 days, latest 2024-08-13
- Recent: 2026-09-22 blog: Building the control plane for ai governance modelop and sollucio partners https://www.modelop.com/blog/building-the-control-plane-for-ai-governance-modelop-and-sollucio-partners
- Recent: 2026-09-09 blog: Secure compliant ai public sector modelop carahsoft https://www.modelop.com/blog/secure-compliant-ai-public-sector-modelop-carahsoft
- Recent: 2026-07-31 blog: Modelop and manulife take the ai factory to ai4 2026 https://www.modelop.com/blog/modelop-and-manulife-take-the-ai-factory-to-ai4-2026
- Recent: 2026-07-28 podcast or video: The future of industrialized ai delivery https://www.modelop.com/podcast/the-future-of-industrialized-ai-delivery
- Recent: 2026-07-23 blog: Dave trier in reworked you cant govern the agents you cant see https://www.modelop.com/blog/dave-trier-in-reworked-you-cant-govern-the-agents-you-cant-see
- Recent: 2026-07-16 blog: Modelop kong partnership zero trust security agentic ai https://www.modelop.com/blog/modelop-kong-partnership-zero-trust-security-agentic-ai

## 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.