HR AI Index
Index › Vendors › PeopleFluent · September 2026 Edition
1 category · Ranked

PeopleFluent

31Judge labels
0First choices
4Negative labels
11 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.
Best standing
0% in Succession planning for enterprise buyers
Rank 25 of 99 in the mid-market standing
0 of 12 models made it the first choice on the direct prompt; 0% of its 7 labels there were negative.
By buyer segmentRead the same way at every buyer size.
Small business92 of 100
0%3 labels
under the label threshold
Mid-market25 of 99
0%7 labels
under the label threshold
Enterprise21 of 92
0%21 labels
accepted challenger
In succession planning · 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 PeopleFluent 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
Succession planningPerformance and talent management0%25 of 990%7under 10 labels · led by Lattice at 31%

Movement

This is the first edition on this tier, so no move can be computed for PeopleFluent 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 PeopleFluent across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00101
Grok 4.1 Fast00101
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00101
Qwen 3.7 Flash00000
Kimi K200101
GLM 4.7 FlashX01001
MiniMax M2.500101

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
Direct6 labelsNone
Paraphrase0 labelsNone
Comparative15 labelsNone
Budget-constrained4 labelsNone
Scale-constrained5 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative31 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.

“Succession tightly integrated with learning and compliance | PeopleFluent” GLM 4.7 FlashX · Succession planning · 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 PeopleFluent, over the 31 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and PeopleFluent was named but was not.
ProductSame answerTook the first choice insteadHead to head
SAP SuccessFactors25 of 3111Not in the top three
ChartHop20 of 312Not in the top three
TalentGuard20 of 310Not in the top three
Workday18 of 315Not in the top three
Cornerstone OnDemand18 of 310Not in the top three
Oracle Fusion Cloud HCM12 of 310Not in the top three
Eightfold AI10 of 311Not in the top three
Darwinbox10 of 310Not in the top three
Dayforce9 of 310Not in the top three
UKG Pro9 of 310Not 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 PeopleFluent. 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 28 of the 31 answers that named PeopleFluent and are not a share of its labels.

Domains cited

talentguard.com22
darwinbox.com20
engagedly.com19
gartner.com17
firsthr.app16
guideflow.com16
successionstack.com16
peoplemanagingpeople.com13
softwareadvice.com13
monday.com12

164 of the 164 domain citations in answers naming PeopleFluent came from somebody else's page.

Pages cited

talentguard.com/blog/10-best-role-readiness-planning-software-for-202522
darwinbox.com/blog/8-best-succession-planning-software-enterprises20
engagedly.com/blog/best-succession-planning-softwares19
gartner.com/reviews/market/succession-planning-technology17
firsthr.app/compare/performance/succession-planning-software16
guideflow.com/blog/succession-planning-software16
successionstack.com/best-succession-planning-software14
peoplemanagingpeople.com/tools/best-succession-planning-software13

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 PeopleFluent'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 PeopleFluent, 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 peoplefluent.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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