Index › IT › Products › IRI DarkShield · November 2026 Edition
Data masking and test data management · Named, not ranked

IRI DarkShield

–Too few to rank
4/14Models named it
0First choices
0Warnings
November 2026 Edition · all company sizes counted.
Ranked inData masking and test data management #28 mid-market
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. IRI DarkShield has 3.

Why models recommend it

“Choose IRI FieldShield/DarkShield for lower-cost, flexible masking across databases and files.”Perplexity Sonar · Comparative question · alternative
“Strong Mid-Market Contender: IRI DarkShield”GLM 4.7 FlashX · Direct question · alternative

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as IRI DarkShield, over the 4 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.

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 IRI DarkShield 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 4 of the 4 answers that named IRI DarkShield and are not a share of its labels.

Domains cited

atlan.com4
ovaledge.com3
sourceforge.net3
topbusinesssoftware.com3
g2.com2
gbhackers.com2
iri.com2
itsecuritynews.info2
k2view.com2
slashdot.org2

No domain is on file for IRI DarkShield, so its own site is not marked.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on IRI DarkShield across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar01001
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX01001
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00101