IT AI Index

Index › Products › WitnessAI · October 2026 Edition

2 categories · Named, not ranked

WitnessAI

13Judge labels

2First choices

0Negative labels

8 / 14Models named it

2Categories

October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.

Standing

2 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. WitnessAI was named 2 times in AI governance and 1 other category, where Credo AI led with 18%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small businessnot named

No model named it for this buyer.

Mid-market116 of 135

under the label threshold

Enterprise45 of 131

under the label threshold

In ai governance · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named WitnessAI for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
AI governance platforms	Data platform	0%	116 of 135	0%	1	under 10 labels · led by Credo AI at 18%
AI security platforms	Security operations	0%	197 of 233	0%	1	under 10 labels · led by SentinelOne Singularity at 11%

Movement

This is the first edition on this tier, so no move can be computed for WitnessAI yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated WitnessAI across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	Mention	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
Perplexity Sonar	0	0
Grok 4.1 Fast	0	0
Mistral Small	0	0
DeepSeek V4 Flash	0	0
Llama 4 Maverick	1	1
Qwen 3.7 Flash	0	0
Kimi K2	0	0
GLM 4.7 FlashX	1	1
MiniMax M2.5	0	0
GPT-6 Luna	0	0
Muse Glimmer 30B	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct2 labelsNone

Paraphrase6 labels2

Comparative1 labelNone

Budget-constrained2 labelsNone

Scale-constrained2 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative13 labels in all, every segment counted; 2 of the 2 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

No positive label carried a quote.

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as WitnessAI, over the 13 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and WitnessAI was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Credo AI4 of 130Not among the top eight

Lakera Guard3 of 131Not among the top eight

HiddenLayer3 of 130Not among the top eight

Reco3 of 130Not among the top eight

SentinelOne Singularity3 of 130Not among the top eight

IBM watsonx.governance2 of 131Not among the top eight

CrowdStrike Falcon2 of 130Not among the top eight

LangProtect2 of 130Not among the top eight

Palo Alto Networks2 of 130Not among the top eight

Palo Alto Networks Cortex XSIAM2 of 130Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named WitnessAI. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 13 of the 13 answers that named WitnessAI and are not a share of its labels.

Domains cited

witness.aiYour site12

reco.ai7

tooljunction.io5

buildmvpfast.com3

cyera.com3

editorialge.com3

guideflow.com3

integrate.io3

sentinelone.com3

underdefense.com3

Thirty-three of the forty-five domain citations in answers naming WitnessAI came from somebody else's page.

Pages cited

reco.ai/compare/ai-security-tools-for-enterprises6

tooljunction.io/blog/best-llm-security-tools-enterprise5

witness.ai/blog/ai-security-platform4

buildmvpfast.com/blog/compliance-security-tools-ai-enterprises3

cyera.com/blog/ai-security-platforms3

editorialge.com/best-ai-cybersecurity-tools3

guideflow.com/blog/best-ai-cybersecurity-solutions3

integrate.io/blog/ai-data-security-platforms3

Pages are listed as the models cited them.

Search and answers

witness.ai is not in Google's top ten for any of the category's searches. In the answers, WitnessAI takes 0% of first choices and Credo AI takes 18%.

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In search

Google, US estimates

Position for “ai governance platform”

–

not in the top ten

Position for “ai governance platforms”

–

not in the top ten

Searches for its name, Google: 590 a month (“witnessai”)
AI search demand for its name, est.: 14 a month
Organic visits to its site: about 3,200 a month
Searches its site ranks for: 854 · 38 in the top three
Sites linking to it: 1,362
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

4 ads · 4 text · 1 shown in the last 30 days

First shown July 2025, as WitnessAI, verified. Ads started 2025-11 to 2026-10: 3 in the year, 1 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 116 of 135 in AI governance

Segment leader

18%

Credo AI

First choices: 2 across its categories
Named in: 13 answers
Its own site cited: in 13 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on witness.ai

520

subdomains included

Content

283

counted in the table below

Documentation

210

Product · Integration

0 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	271	54	2026-09-28	AI security, AI governance
Glossary or explainer	6	4	2026-09-28	DLP
Comparison	4	0	2026-06-07
Template or tool	1	0	2026-06-21
News or press	1	undated

Most recent

2026-09-28Mcp authentication blog
2026-09-28What is adversarial prompting glossary or explainer
2026-09-28Ai agent observability blog
2026-09-28Is microsoft copilot hipaa compliant blog
2026-09-21Mcp server security best practices blog
2026-09-21Chatgpt security blog

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.

Follow WitnessAI

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

WitnessAI is its own company.

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In its own words

Stated by the vendor, not checked

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.
witness.ai
For: enterprises
witness.ai
Hosting: multi-region deployment
Customers named: Top 10 AirlineInComm Payments
Not stated on the pages read: Price, starting price, free plan or trial, integrations, certifications

What WitnessAI's own pages state, read October 5, 2026: witness.ai, trust.witness.ai, witness.ai/product. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when WitnessAI's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as WitnessAI, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for WitnessAI by email, built from the raw record of the edition. It shows:

where WitnessAI is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name WitnessAI, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.