Payscale vs Salary.com CompAnalyst
Four of fourteen models named Payscale first on the direct prompt; zero named Salary.com CompAnalyst. Payscale was named by fourteen of the fourteen models and Salary.com CompAnalyst by twelve and Payscale carries 35 labels and Salary.com CompAnalyst 24, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the compensation benchmarking data page.
By framing
PayscaleFirst choices, of fourteen modelsSalary.com CompAnalyst
Across every category in the October 2026 Edition, Payscale and Salary.com CompAnalyst were named in the same answer sixty-four times, of the 247 answers naming Payscale and the 94 naming Salary.com CompAnalyst. In those answers Salary.com CompAnalyst took the first choice seven times and Payscale eleven.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | |||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | |
Payscale Salary.com CompAnalyst first choice named as an alternative argued againstblank: not namedEach cell is one answer, Payscale on the left and Salary.com CompAnalyst on the right.The direct prompt
Payscale first, Salary.com CompAnalyst an alternative
4 of 14 modelsSalary.com CompAnalyst was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Payscale12%#2 of 9Salary.com CompAnalyst7%#4 of 9Payscale19%#2 of 13Salary.com CompAnalyst9%#4 of 13Payscale4%#6 of 12Salary.com CompAnalyst0%#10 of 12What the models said about Payscale
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“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 · negative prompt · hard negative
“Avoid expensive enterprise solutions like PayScale (~$12,000+/year)” MiniMax M2.5 · 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 · negative prompt · soft negative
“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 · 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 · direct prompt · first choice
“the most budget-friendly and accessible option is Payscale’s free tier, which provides basic salary benchmarking data” Mistral Small · budget prompt · first choice
What the models said about Salary.com CompAnalyst
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid expensive enterprise solutions like PayScale (~$12,000+/year) or Salary.com” MiniMax M2.5 · budget prompt · hard negative
“Best all-around validated survey for mid-size: Compdata Max / Salary.com. Explicitly called out as best all-around for mid-sized companies.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best Balance of Depth & Accessibility ... Salary.com or Mercer will give you the broad industry coverage you need” Kimi K2 · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.