| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Compensation benchmarking data | Compensation and total rewards | 19% | 2 of 148 | 14% | 35 | accepted challenger | ▼−2Since September 2026: 24% → 22%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Pay equity | Compensation and total rewards | 11% | 3 of 73 | 0% | 35 | accepted challenger | ▼−6Since September 2026: 14% → 9%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Compensation management | Compensation and total rewards | 2% | 14 of 140 | 14% | 21 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Pay equity | 14% | 9% | ▼−6Since September 2026: 14% → 9%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 → 3 of 73 |
| Compensation management | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 33 → 14 of 140 |
| Compensation benchmarkin | 24% | 22% | ▼−2Since September 2026: 24% → 22%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 → 2 of 148 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 4 | 2 | 0 | 8 |
| GPT-5.4 mini | 3 | 1 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 1 | 4 | 1 | 2 | 8 |
| Perplexity Sonar | 1 | 2 | 1 | 1 | 5 |
| Grok 4.1 Fast | 1 | 6 | 5 | 0 | 12 |
| Mistral Small | 1 | 2 | 4 | 1 | 8 |
| DeepSeek V4 Flash | 3 | 3 | 0 | 0 | 6 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 3 | 2 | 0 | 6 |
| Kimi K2 | 2 | 5 | 0 | 0 | 7 |
| GLM 4.7 FlashX | 0 | 3 | 2 | 0 | 5 |
| MiniMax M2.5 | 0 | 4 | 2 | 1 | 7 |
| GPT-6 Luna | 2 | 5 | 1 | 0 | 8 |
| Muse Glimmer 30B | 1 | 1 | 0 | 2 | 4 |
Verbatim evidence the judge attached to positive labels.
“Payscale offers the most established survey-based market pricing with AI job matching... better for mid-market companies building structured compensation frameworks” Claude Haiku 4.5 · Compensation benchmarkin · direct prompt · first choice
“Start with Payscale or SalaryCube — both offer the right balance of data quality, usability, and cost for mid-market needs.” Kimi K2 · Compensation benchmarkin · direct prompt · first choice
“with a slight lean toward Payscale Ascent if you want the best mix of scalability, benchmarking, and compensation workflows” GPT-5.4 mini · Pay equity · paraphrase prompt · first choice
“the most budget-friendly and accessible option is Payscale’s free tier, which provides basic salary benchmarking data” Mistral Small · Compensation benchmarkin · budget prompt · first choice
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.
“These tools rely heavily on self-reported employee data or web-scraped job postings, which often lack accurate job leveling, context, and verification.” Gemini 3.5 Flash · Compensation benchmarkin · negative prompt · hard negative
“free salary checkers rely on individuals voluntarily submitting their own salary information” Muse Glimmer 30B · Compensation management · negative prompt · hard negative
“Avoid expensive enterprise solutions like PayScale (~$12,000+/year)” MiniMax M2.5 · Compensation benchmarkin · budget prompt · hard negative
“Payscale was flagged for high-complexity executive roles with the note "These platforms often suffer from 'self-selection bias.'"” Muse Glimmer 30B · Compensation benchmarkin · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 229 of the 247 answers that named Payscale and are not a share of its labels.
732 of the 732 domain citations in answers naming Payscale came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 216,972 | undated | HRIS and HCM platforms, Performance management | ||
| News or press | 164 | undated | Pay equity, Compensation management | ||
| Conference or event | 130 | undated | Pay equity, HRIS and HCM platforms | ||
| Webinar or virtual event | 60 | undated | Pay equity | ||
| Glossary or explainer | 19 | undated | HRIS and HCM platforms, Compensation management | ||
| Comparison | 15 | undated | |||
| Case study | 14 | undated | |||
| Template or tool | 12 | 0 | 2026-05-14 | Pay equity |
Every page payscale.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name HRIS and HCM platforms (22); 11 name its categories the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
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.
What Payscale's own pages state, read September 28, 2026: payscale.com, payscale.com/compensation-trends/pricing-hybrid-jobs, payscale.com/about/security, payscale.com/products/data, payscale.com/why-payscale/customer-stories. A claimed page can correct any of them.
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 Payscale'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 Payscale, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Payscale by email, built from the raw record of the edition. It shows:
Payscale is among the products AI models recommend first in Compensation benchmarking data this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Payscale is among the products AI models recommend first in Pay equity this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.