IT AI Index

Index › Vendors › ManageEngine AD360 · September 2026 Edition

ManageEngine · 1 category · Named, not ranked

ManageEngine AD360

6Judge labels

1First choices

2Negative labels

4 of 12Models named it

1Category

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.

Standing

4 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. ManageEngine AD360 was named 4 times in IGA, where Lumos led with 20%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business41 of 81

under the label threshold

Mid-market20 of 77

under the label threshold

Enterprise63 of 69

under the label threshold

In iga · 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 ManageEngine AD360 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
Identity governance	Identity and access	2%	20 of 77	25%	4	under 10 labels · led by Lumos at 20%

Movement

This is the first edition on this tier, so no move can be computed for ManageEngine AD360 yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated ManageEngine AD360 across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Negative	Labels
Claude Haiku 4.5	0	1	0	1
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	1	1
Grok 4.1 Fast	1	0	0	1
Mistral Small	0	1	0	1
DeepSeek V4 Flash	0	0	0	0
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	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

Direct1 labelNone

Paraphrase2 labels1

Comparative0 labelsNone

Budget-constrained1 labelNone

Scale-constrained0 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative6 labels in all, every segment counted; 1 of the 1 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.

“I'd recommend One Identity Manager or ManageEngine AD360 as strong starting points” Grok 4.1 Fast · IGA · paraphrase prompt · first choice

“If budget is a concern, Tools4ever or ManageEngine AD360 offer more affordable and quick-to-deploy options.” Mistral Small · IGA · paraphrase prompt · alternative

“best for mid-market organizations in regulated industries with complex AD/Entra estates” Claude Haiku 4.5 · IGA · direct prompt · alternative

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.

“Low annual starting cost in some listings, but confirm module coverage.” Perplexity Sonar · IGA · budget prompt · soft negative

Named alongside

The products named in the same answers as ManageEngine AD360, over the 6 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and ManageEngine AD360 was named but was not.

ProductSame answerTook the first choice insteadHead to head

SailPoint4 of 62Not in the top three

Microsoft Entra ID Governance4 of 61Not in the top three

One Identity Manager4 of 61Not in the top three

Saviynt Enterprise Identity Cloud4 of 61Not in the top three

Lumos4 of 60Not in the top three

Zluri2 of 61Not in the top three

ConductorOne2 of 60Not in the top three

Iden2 of 60Not in the top three

JumpCloud2 of 60Not in the top three

Okta Identity Governance2 of 60Not in the top three

A head-to-head page exists where both products are in a category's top three. 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 ManageEngine AD360. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 6 of the 6 answers that named ManageEngine AD360 and are not a share of its labels.

Domains cited

gartner.com6

corma.io5

almcorp.com4

expertinsights.com4

idenhq.com4

lumos.com4

thetechbag.com4

aimultiple.com3

linx.security3

securends.com3

Forty of the forty domain citations in answers naming ManageEngine AD360 came from somebody else's page.

Pages cited

gartner.com/reviews/market/identity-governance-administration6

almcorp.com/blog/best-identity-and-access-management-tools4

expertinsights.com/identity-and-access-management/top-identity-governance-and-administrati4

thetechbag.com/browse/identity-access/identity-governance4

aimultiple.com/iga-solutions3

corma.io/blog/best-iga-solutions-for-mid-market-companies3

idenhq.com/en/blog/12-best-iga-vendors-in-2026-complete-comparison3

idenhq.com/en/blog/identity-governance-and-administration-complete3

Pages are listed as the models cited 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 ManageEngine AD360'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 ManageEngine AD360, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at manageengine.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.