Index › IT › Products › WitnessAI · November 2026 Edition
AI security platforms · Ranked

WitnessAI

WitnessAI is an AI security and governance platform that observes, controls, and protects AI activity across an organization · witness.ai ↗

#2Best rank (enterprise)
11/14Models named it
6First choices
2Warnings
November 2026 Edition · all company sizes counted.
Ranked inAI security platforms #2 enterprise
What AI models recommend

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend 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 · Paraphrase question · first choice
“I'd recommend starting with WitnessAI or Prompt Security”Claude Haiku 4.5 · Paraphrase question · first choice
“Clientless network-level control for workforce AI; single platform for both human and agent governance.”DeepSeek V4 Flash · Comparative question · alternative
“A specialized solution focused on employee AI use.”MiniMax M2.5 · Paraphrase question · alternative

What gives them pause

“it tends to be priced for larger enterprises and may be overkill for many mid-sized B2B companies”DeepSeek V4 Flash · Paraphrase question · warning

Also on the shortlist

The products named in the same answers as WitnessAI, over the 25 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on WitnessAI's own site, not checked by Gane.

For
enterprises
Hosting
multi-region deployment
Customers named
InComm Payments
Visit witness.ai ↗

How this is measured

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 →

Sources returned with these answers

The sites and pages the answers that named WitnessAI came back with. A fact about retrieval, not a cause of the answer.

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 25 of the 25 answers that named WitnessAI and are not a share of its labels.

Domains cited

witness.aiIts own site20
checkpoint.com17
getmaxim.ai9
akamai.com7
fortinet.com6
genai.owasp.org6
forcepoint.com5
aimultiple.com4
aurascape.ai4
checkmarx.com4

Sixty-two of the eighty-two domain citations in answers naming WitnessAI came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on WitnessAI across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.510001
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.2001001
Mistral Small00000
DeepSeek V4 Flash01012
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B10102

What it publishes

Addresses on witness.ai
520
subdomains included
Content
283
counted in the table below
Documentation
210
Product · Integration
0 · 0
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Blog271542026-09-28AI security, AI governance
Glossary or explainer642026-09-28DLP
Comparison402026-06-07
Template or tool102026-06-21
News or press1undated

Most recent

How it is countedHide how it is counted

Every page witness.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. Read October 5, 2026.