# WitnessAI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/witnessai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 4% | 11 | 14% | 7 |

## What the models said for it

- "an employee-use enforcement/visibility console like dope.security or WitnessAI for Shadow AI discovery, enterprise account enforcement and prompt data loss prevention" (Muse Glimmer 30B, AI security)
- "I'd recommend starting with WitnessAI or Prompt Security" (Claude Haiku 4.5, AI security)
- "Clientless network-level control for workforce AI; single platform for both human and agent governance." (DeepSeek V4 Flash, AI security)
- "A specialized solution focused on employee AI use." (MiniMax M2.5, AI security)

## And against it

- "it tends to be priced for larger enterprises and may be overkill for many mid-sized B2B companies" (DeepSeek V4 Flash, AI security)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named WitnessAI, from 25 of the 25 answers that named it (only the models that return a source list).

### Domains cited

- witness.ai: 20 (its own site)
- checkpoint.com: 17
- getmaxim.ai: 9
- akamai.com: 7
- fortinet.com: 6
- genai.owasp.org: 6
- forcepoint.com: 5
- aimultiple.com: 4
- aurascape.ai: 4
- checkmarx.com: 4

### Pages cited

- https://checkpoint.com/cyber-hub/tools-vendors/top-llm-security-tools-in-2026: 12
- https://witness.ai/for-employees: 8
- https://checkpoint.com/cyber-hub/tools-vendors/best-ai-security-companies-in-2026: 6
- https://fortinet.com/resources/articles/leading-ai-security-companies: 6
- https://witness.ai/blog/ai-security-platform: 6
- https://forcepoint.com/blog/insights/ai-security-solutions: 5
- https://witness.ai/: 5
- https://aimultiple.com/llm-security-tools: 4

## In its own words

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

- Positioning: Unified AI Security and Governance Platform; the AI security and governance platform with network visibility, intent-based controls & runtime defense to secure every employee, model, application & agent. (https://witness.ai/)
- For: enterprises (https://witness.ai/)
- Hosting: multi-region deployment
- Customers named: InComm Payments

## What it publishes

Every page witness.ai exposes, read 2026-10-05: 520 addresses. By kind, pages and the last 90 days:

- blog: 271 pages, 54 in the last 90 days, latest 2026-09-28
- comparison: 4 pages, 0 in the last 90 days, latest 2026-06-07
- template or tool: 1 pages, 0 in the last 90 days, latest 2026-06-21
- glossary or explainer: 6 pages, 4 in the last 90 days, latest 2026-09-28
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Mcp authentication https://witness.ai/blog/mcp-authentication
- Recent: 2026-09-28 glossary or explainer: What is adversarial prompting https://witness.ai/blog/what-is-adversarial-prompting
- Recent: 2026-09-28 blog: Ai agent observability https://witness.ai/blog/ai-agent-observability
- Recent: 2026-09-28 blog: Is microsoft copilot hipaa compliant https://witness.ai/blog/is-microsoft-copilot-hipaa-compliant
- Recent: 2026-09-21 blog: Mcp server security best practices https://witness.ai/blog/mcp-server-security-best-practices
- Recent: 2026-09-21 blog: Chatgpt security https://witness.ai/blog/chatgpt-security

## 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.