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Index › IT › Products › IRI FieldShield / DarkShield · November 2026 Edition

Data masking and test data management · Named, not ranked

IRI FieldShield / 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 #29 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 FieldShield / DarkShield has 2.

Why models recommend it

“Best for fast, low-cost compliance masking across multiple sources.”Muse Glimmer 30B · Comparative question · alternative

“Best for: Unstructured data masking”DeepSeek V4 Flash · Comparative question · alternative

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as IRI FieldShield / DarkShield, over the 4 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
IBM InfoSphere Optim	4	0	View →
Delphix	3	2	View →
Immuta	3	0	View →
Oracle Data Masking and Subsetting	3	0	View →
DATPROF Privacy	2	0	View →
Informatica Cloud Data Masking	2	0	View →
Informatica Intelligent Data Management Cloud	2	0	View →
K2View Test Data Management	2	0	View →
Protegrity	2	0	View →
DataVeil	1	1	View →

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 FieldShield / 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 FieldShield / DarkShield and are not a share of its labels.

Domains cited

ovaledge.com4

guideflow.com3

iri.com3

k2view.com3

peerspot.com3

sourceforge.net3

airbyte.com2

bestdevops.com2

cybersecuritynews.com2

fivetran.com2

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

Pages cited

ovaledge.com/blog/data-masking-tools4

guideflow.com/blog/data-masking-software3

airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant2

bestdevops.com/top-10-data-masking-tokenization-tools-features-pros-cons-comparison2

cybersecuritynews.com/best-data-masking-tools2

fivetran.com/learn/data-masking-software2

hevodata.com/learn/data-masking-tools2

iri.com/support/data-education-center/the-top-15-data-masking-tools-in-20262

Pages are listed as the models cited them.

By model

How each model answered on IRI FieldShield / DarkShield across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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