HR AI Index

Index › Vendors › Paylogix · September 2026 Edition

2 categories · Named, not ranked

Paylogix

2Judge labels

0First choices

2Negative labels

2 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.

Standing

2 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Paylogix was named 2 times in Benefits administration and 1 other category, where PlanSource led with 23%. 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-market52 of 54

under the label threshold

Enterprisenot named

No model named it for this buyer.

In benefits administration · 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 Paylogix 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
Benefits administration	Core HR and payroll	0%	52 of 54	100%	1	under 10 labels · led by PlanSource at 23%
Flexible benefits and lifestyle spending accounts	Compensation and total rewards	0%	74 of 76	100%	1	under 10 labels · led by Compt at 30%

Movement

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

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

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative0 labelsNone

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative2 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.

No positive label carried a quote.

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.

“Paylogix notified regulators of a major cyberattack linked to the Akira ransomware group” Gemini 3.5 Flash · Benefits administration · negative prompt · hard negative

“Avoid platforms with a documented history of security breaches (Navia, Paylogix)” GLM 4.7 FlashX · Flexible benefits · negative prompt · hard negative

Named alongside

The products named in the same answers as Paylogix, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Paylogix was named but was not.

ProductSame answerTook the first choice insteadHead to head

ADP Workforce Now1 of 20Not in the top three

Benefitfocus1 of 20Not in the top three

Benefits Management Group, Inc.1 of 20Not in the top three

Educators Benefit Consultants1 of 20Not in the top three

Gusto1 of 20Not in the top three

Navia Benefit Solutions1 of 20Not in the top three

Paylocity1 of 20Not in the top three

PlanSource1 of 20Not in the top three

Rippling1 of 20Not in the top three

TriNet1 of 20Not 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 Paylogix. 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 1 of the 2 answers that named Paylogix and are not a share of its labels.

Domains cited

appsecure.security1

benefitnews.com1

bigideasdb.com1

bswift.com1

capterra.in1

casemine.com1

cases.justia.com1

dol.gov1

drexel.edu1

eudoxuspress.com1

Ten of the ten domain citations in answers naming Paylogix came from somebody else's page.

Pages cited

appsecure.security/blog/penetration-testing-for-benefits-administration-platforms1

benefitnews.com/advisers/opinion/beware-the-pitfalls-of-online-benefits-platforms1

bigideasdb.com/problems/benefits-administration-problems1

bswift.com/resource/hris-vs-benefits-platforms1

capterra.in/reviews/133735/bswift1

casemine.com/judgement/us/59146a68add7b049342e9c541

cases.justia.com/federal/district-courts/ohio/ohsdce/1:2024cv00110/289643/32/0.pdf1

dol.gov/sites/dolgov/files/ebsa/pdf_files/2011-privacy-and-security-issues-affecting-emplo1

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 Paylogix'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 Paylogix, 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 paylogix.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.