| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Compensation management | Compensation and total rewards | 5% | 6 of 189 | 6% | 16 | accepted challenger |
| Compensation benchmarking data | Compensation and total rewards | 0% | 77 of 144 | 0% | 1 | under 10 labels · led by Payscale at 24% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 1 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 1 | 2 | 0 | 0 | 3 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“I'd usually recommend Comprehensive or Payscale Ascent as the best starting points” Perplexity Sonar · Compensation management · paraphrase prompt · first choice
“HiBob or Payscale Ascent are top choices if you want an integrated HR platform” Mistral Small · Compensation management · direct prompt · first choice
“or Payscale Ascent if compensation benchmarking and pay equity are the priority” GPT-5.4 mini · Compensation management · paraphrase prompt · first choice
“starting with Paylocity or Payscale Ascent if you need strong market data” MiniMax M2.5 · Compensation management · direct 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.
“strong for benchmarking and pay structures, but likely more than a very tight budget wants” GPT-5.4 mini · Compensation management · budget prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 24 of the 24 answers that named Payscale Ascent and are not a share of its labels.
107 of the 107 domain citations in answers naming Payscale Ascent came from somebody else's page.
Pages are listed as the models cited 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 Ascent'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 Ascent, 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 payscale.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.