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HR AI Index
Index › Products › Salary.com · September 2026 Edition
3 categories · Ranked

Salary.com

156Judge labels
12First choices
24Negative labels
12 of 12Models named it
3Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.3, every buyer segment counted.
Best standing
6% in Compensation benchmarkin for small business buyers
Rank 9 of 141 in the mid-market standingaccepted challenger
0 of 12 models made it the first choice on the direct prompt; 6% of its 16 labels there were negative.
What the models named instead of Salary.com →
By buyer segmentRead the same way at every buyer size.
In compensation benchmarkin · 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 Salary.com 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
Compensation benchmarking dataCompensation and total rewards2%9 of 1416%16accepted challenger
Compensation managementCompensation and total rewards1%24 of 18629%28criticized challenger
Pay equityCompensation and total rewards0%18 of 607%14accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Salary.com 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 Salary.com across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500112
GPT-5.4 mini07108
Gemini 3.5 Flash03205
Perplexity Sonar12104
Grok 4.1 Fast04239
Mistral Small02114
DeepSeek V4 Flash03339
Llama 4 Maverick00101
Qwen 3.7 Flash05117
Kimi K202013
GLM 4.7 FlashX10203
MiniMax M2.511103

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
Direct40 labels5
Paraphrase23 labels3
Comparative26 labels2not counted in share
Budget-constrained39 labels3
Scale-constrained14 labels1
Negative14 labelsNone
First choiceAlternativeMentionNegative156 labels in all, every segment counted; 12 of the 14 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.

“Salary.com or entry-level options from major HR platforms ... offer good value” MiniMax M2.5 · Compensation management · budget prompt · first choice
“Best all-around for mid-sized companies: Compdata Max / Salary.com” Perplexity Sonar · Compensation benchmarkin · paraphrase prompt · first choice
“Salary.com is widely considered the market leader for large enterprises.” GLM 4.7 FlashX · Compensation management · comparative prompt · first choice
“described as a solid budget entry for role-matching and market pricing, though it is broader compensation analysis” Perplexity Sonar · Pay equity · budget 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.

“Dated, Excel-heavy interface requiring vendor dependency for basic changes; Costly paywalls that frustrate users” Kimi K2 · Compensation management · negative prompt · hard negative
“Avoid Payscale and Salary.com if you need modern UX and self-service” DeepSeek V4 Flash · Compensation management · negative prompt · hard negative
“this typically costs several thousand dollars annually, so it is only "budget-friendly" if you view it as a one-off purchase” Qwen 3.7 Flash · Compensation management · budget prompt · soft negative
“Pure salary benchmarking tools (like Salary.com, some PayScale modules)... they don't diagnose inequity or root causes” DeepSeek V4 Flash · Pay equity · negative prompt · soft negative

Named alongside

The products named in the same answers as Salary.com, over the 141 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Salary.com was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Pave71 of 14138Compare →
Ravio44 of 1418Not among the top eight
beqom40 of 14111Not among the top eight
BambooHR31 of 14112Not among the top eight
CaptivateIQ28 of 1413Not among the top eight
Comprehensive23 of 1418Not among the top eight
Syndio21 of 1416Not 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 Salary.com. 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 121 of the 141 answers that named Salary.com and are not a share of its labels.

Domains cited

comprehensive.io66
gartner.com63
g2.com60
ravio.com51
learn.g2.com45
peoplemanagingpeople.com36
hibob.com33
worldmetrics.org31
salarycube.com30
captivateiq.com29

444 of the 444 domain citations in answers naming Salary.com came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as Salary.com

What the judge wrote, as written, with how often. The vendor table decides that these count as Salary.com; a claim can dispute any of them.
Salary.com (CompAnalyst) 10Salary.com (CompAnalyst for Small Business) 1Salary.com (by Amex Group) 1Salary.com/Compdata 1

Follow Salary.com

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 Salary.com'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 Salary.com, 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 Salary.com by email, built from the raw record of the edition. It shows:

  • where Salary.com 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 Salary.com, 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 salary.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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