HR AI Index
Index Vendors › MangoApps · September 2026 Edition
2 categories · Ranked

MangoApps

79Judge labels
5First choices
2Negative labels
11 of 12Models named it
2Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.1, every buyer segment counted.
Best standing
4% in Frontline employee apps for enterprise buyers
Rank 6 of 97 in the mid-market standingaccepted challenger
0 of 12 models made it the first choice on the direct prompt; 0% of its 11 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In frontline employee apps · 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 MangoApps 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.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Frontline employee appsOnboarding and employee experience2%6 of 970%11accepted challenger
Internal communications and intranetOnboarding and employee experience2%11 of 800%17accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for MangoApps 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 MangoApps across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500101
GPT-5.4 mini00000
Gemini 3.5 Flash01102
Perplexity Sonar01001
Grok 4.1 Fast01304
Mistral Small00202
DeepSeek V4 Flash04206
Llama 4 Maverick00101
Qwen 3.7 Flash01304
Kimi K200101
GLM 4.7 FlashX11002
MiniMax M2.522004

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
Direct12 labels1
Paraphrase8 labels2
Comparative34 labels4not counted in share
Budget-constrained3 labelsNone
Scale-constrained18 labels2
Negative4 labelsNone
First choiceAlternativeMentionNegative79 labels in all, every segment counted; 5 of the 9 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.

“MangoApps | Mixed Workforce (Desk & Frontline) | Unified platform ... with AI-native search.” GLM 4.7 FlashX · Internal communications · comparative prompt · first choice
“recommend platforms like Simpplr, Happeo, MangoApps, or Workvivo as strong fits” MiniMax M2.5 · Internal communications · scale prompt · first choice
“My Top Recommendation: MangoApps or Skedulo” MiniMax M2.5 · Frontline employee apps · paraphrase prompt · first choice
“Unified platform for mixed desk + frontline staff with HR/learning integration | MangoApps” GLM 4.7 FlashX · Frontline employee apps · comparative 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.

No model argued against it.

Named alongside

The products named in the same answers as MangoApps, over the 79 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and MangoApps was named but was not.
ProductSame answerTook the first choice insteadHead to head
Staffbase50 of 795Not in the top three
Blink39 of 793Not in the top three
Workvivo39 of 792Not in the top three
Simpplr37 of 798Not in the top three
Connecteam28 of 7911Not in the top three
Unily27 of 790Not in the top three
Firstup26 of 790Not in the top three
LumApps25 of 791Not in the top three
Beekeeper21 of 793Not in the top three
Microsoft SharePoint21 of 793Not 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 MangoApps. 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 72 of the 79 answers that named MangoApps and are not a share of its labels.

Domains cited

mangoapps.comYour site68
guideflow.com33
simpplr.com29
joinblink.com26
workvivo.com24
staffbase.com22
changeengine.com16
learn.g2.com16
lumapps.com16
peoplemanagingpeople.com15

197 of the 265 domain citations in answers naming MangoApps came from somebody else's page.

Pages cited

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 MangoApps'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 MangoApps, 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 mangoapps.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.

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