HR AI Index

Index › Vendors › Frontline Education · September 2026 Edition

1 category · Named, not ranked

Frontline Education

8Judge labels

0First choices

5Negative labels

7 of 12Models named it

1Category

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.1, every buyer segment counted.

Standing

8 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Frontline Education was named 8 times in Frontline employee apps, where Connecteam led with 56%. 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-market95 of 97

under the label threshold

Enterprisenot named

No model named it for this buyer.

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 Frontline Education 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
Frontline employee apps	Onboarding and employee experience	0%	95 of 97	62%	8	under 10 labels · led by Connecteam at 56%

Movement

This is the first edition on this tier, so no move can be computed for Frontline Education 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 Frontline Education across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	1	1
GPT-5.4 mini	1	1	0	2
Gemini 3.5 Flash	0	1	0	1
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	0	0	1	1
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	1	1
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	1	1
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	1	1

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

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative1 labelNone

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative7 labelsNone

First choiceAlternativeMentionNegative8 labels in all, every segment counted; 0 of the 0 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.

“Best for K–12 education frontline staff.” GPT-5.4 mini · 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.

“The main Frontline Education app has significant issues according to user reports: - Frequent crashes and bugs” MiniMax M2.5 · Frontline employee apps · negative prompt · hard negative

“consistent reports of glitches... Avoid if you need real-time reliability” Grok 4.1 Fast · Frontline employee apps · negative prompt · hard negative

“Proceed with caution. While many school districts require employees to use it, there are documented red flags” Kimi K2 · Frontline employee apps · negative prompt · soft negative

“there are still major bugs, with users reporting error messages when clicking accept on available jobs.” Claude Haiku 4.5 · Frontline employee apps · negative prompt · soft negative

Named alongside

The products named in the same answers as Frontline Education, over the 8 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Frontline Education was named but was not.

ProductSame answerTook the first choice insteadHead to head

SubAlert2 of 80Not in the top three

WhatsApp2 of 80Not in the top three

Microsoft 365 for frontline workers / Teams + Shifts1 of 81Not in the top three

Beekeeper1 of 80Not in the top three

Connect Frontline1 of 80Not in the top three

Connecteam1 of 80Not in the top three

FRONTLINE MOBILE Pte. Ltd.1 of 80Not in the top three

Facebook1 of 80Not in the top three

Facebook Messenger1 of 80Not in the top three

Frontline AI1 of 80Not 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 Frontline Education. 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 7 of the 8 answers that named Frontline Education and are not a share of its labels.

Domains cited

play.google.com6

speakap.com5

apps.apple.com4

reddit.com4

frontline.com.sg3

getzelos.com3

justuseapp.com3

learn.microsoft.com3

theemployeeapp.com3

agilityportal.io2

Thirty-six of the thirty-six domain citations in answers naming Frontline Education came from somebody else's page.

Pages cited

play.google.com/store/apps/details6

apps.apple.com/us/app/frontline-education/id11603985264

frontline.com.sg/false-representation-and-scams-claiming-to-be-frontline/amp3

getzelos.com/best-frontline-employee-apps3

justuseapp.com/en/app/1160398526/frontline-education/problems3

justuseapp.com/en/app/1160398526/frontline-education/reviews3

reddit.com/r/SubstituteTeachers/comments/1w07kq7/frontline_app_feedback3

reddit.com/r/privacy/comments/rbd4by/new_app_being_used_at_work_for_clockinclockout3

Pages are listed as the models cited them.

Names read as Frontline Education

What the judge wrote, as written, with how often. The vendor table decides that these count as Frontline Education; a claim can dispute any of them.

Frontline Education App 2

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 Frontline Education'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 Frontline Education, 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 frontline.io 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.