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HR AI Index
Index › Products › People Managing People · September 2026 Edition
4 categories · Named, not ranked

People Managing People

6Judge labels
0First choices
0Negative labels
2 of 12Models named it
4Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.3, 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. People Managing People was named 4 times in Global payroll and 3 other categories, where Deel led with 22%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In global payroll · 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 People Managing People 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
Global payroll and employer of recordCore HR and payroll0%51 of 660%1under 10 labels · led by Deel at 22%
HR compliance and policy managementCore HR and payroll0%65 of 840%1under 10 labels · led by Rippling at 16%
Learning experience platformsLearning and development0%46 of 790%1under 10 labels · led by Learn Amp at 28%
Org charts and org designWorkforce planning and analytics0%54 of 790%1under 10 labels · led by ChartHop at 27%

Movement

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

By model

How each model treated People Managing People across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00101
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00303
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000

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
Direct2 labelsNone
Paraphrase0 labelsNone
Comparative0 labelsNone
Budget-constrained3 labelsNone
Scale-constrained1 labelNone
Negative0 labelsNone
First choiceAlternativeMentionNegative6 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.

No model argued against it.

Named alongside

The products named in the same answers as People Managing People, over the 6 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and People Managing People was named but was not.
ShowHide
ProductSame answerTook the first choice insteadHead to head
RemoFirst1 of 61Not among the top eight
TalentLMS1 of 61Not among the top eight
Cogniver1 of 60Not among the top eight
CompLogix1 of 60Not among the top eight
Darwinbox1 of 60Not among the top eight
FitGap1 of 60Not among the top eight
GoSkills1 of 60Not among the top eight
Google Classroom1 of 60Not among the top eight
Guideflow1 of 60Not among the top eight
Gusto1 of 60Not among the top eight
A head-to-head page exists where both products are among a category's top eight. 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 People Managing People. 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 People Managing People and are not a share of its labels.

Follow People Managing People

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

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 People Managing People'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 People Managing People, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

With a new claim: the vendor brief

A new claim receives the current edition's vendor brief for People Managing People by email, built from the raw record of the edition. It shows:

  • where People Managing People is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name People Managing People, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.

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 peoplemanagingpeople.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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