Every category where a model named Bureau of Labor Statistics 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
Compensation management	Compensation and total rewards	0%	66 of 186	0%	1	under 10 labels · led by Pave at 18%

Movement

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

ShowHide

Model	Alternative	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
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

Direct2 labelsNone

Paraphrase3 labels1

Comparative0 labelsNone

Budget-constrained5 labels2

Scale-constrained0 labelsNone

Negative1 label1not counted in share

First choiceAlternativeMentionNegative11 labels in all, every segment counted; 3 of the 4 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.

“Start with BLS data for official median wages by role and region.” GLM 4.7 FlashX · Compensation management · 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.

No model argued against it.

Named alongside

The products named in the same answers as Bureau of Labor Statistics, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Bureau of Labor Statistics was named but was not.

ShowHide

ProductSame answerTook the first choice insteadHead to head

Pave7 of 115Not among the top eight

Payscale5 of 110Not among the top eight

Comprehensive.io4 of 111Not among the top eight

Ravio4 of 111Not among the top eight

Salary.com4 of 111Not among the top eight

Indeed4 of 110Not among the top eight

Levels.fyi4 of 110Not among the top eight

Mercer3 of 110Not among the top eight

Radford3 of 110Not among the top eight

Salary.com CompAnalyst3 of 110Not 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 Bureau of Labor Statistics. 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 9 of the 11 answers that named Bureau of Labor Statistics and are not a share of its labels.

Domains cited

fitsmallbusiness.com7

ravio.com5

comprehensive.io4

pin.com4

firsthr.app3

g2.com3

salary.com3

us.fitgap.com3

appraisers.org2

captivateiq.com2

No domain is on file for Bureau of Labor Statistics, so its own site is not marked.

Pages cited

fitsmallbusiness.com/salary-comparison-tools7

comprehensive.io/content/best-compensation-benchmarking-data-sources4

pin.com/blog/salary-benchmarking-tools4

ravio.com/blog/the-best-tools-for-salary-benchmarking4

firsthr.app/compare/payroll/compensation-management-tools3

ravio.com/blog/mercer-alternatives3

us.fitgap.com/search/salary-benchmarking-software/small-business3

appraisers.org/docs/default-source/6.-publications/vab6/ch-06-list-of-well-known-compensat2

Pages are listed as the models cited them.

Names read as Bureau of Labor Statistics

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

Bureau of Labor Statistics (BLS) 1

Follow Bureau of Labor Statistics

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 Bureau of Labor Statistics'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 Bureau of Labor Statistics, 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 Bureau of Labor Statistics by email, built from the raw record of the edition. It shows:

where Bureau of Labor Statistics 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 Bureau of Labor Statistics, 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 the vendor's own domain 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.