Payscale vs Salary.com
Nine of twelve models named Payscale first on the direct prompt; zero named Salary.com. Payscale was named by twelve of the twelve models and Salary.com by nine and Payscale carries 28 labels and Salary.com 16, 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 twelve 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 twelve modelsSalary.com
Across every category in the September 2026 Edition, Payscale and Salary.com were named in the same answer eighty-five times, of the 221 answers naming Payscale and the 141 naming Salary.com. In those answers Salary.com took the first choice three times and Payscale thirteen.
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 | | | |
Payscale Salary.com first choice named as an alternative argued againstblank: not namedEach cell is one answer, Payscale on the left and Salary.com on the right.The direct prompt
Payscale first, Salary.com an alternative
9 of 12 modelsSalary.com was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Salary.com6%#3 of 10Payscale4%#4 of 10Payscale24%#1 of 8Salary.com2%#6 of 8Payscale3%#7 of 10Salary.com3%#6 of 10What the models said about Payscale
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid crowdsourced data (like Glassdoor or basic Payscale) as your primary source; it is often outdated or contains inflated self-reported figures.” Gemini 3.5 Flash · scale prompt · soft negative
“I'd suggest starting with Payscale or CompAnalyst as they offer the best balance of cost, data quality, and relevance to B2B roles” MiniMax M2.5 · paraphrase prompt · first choice
“OR Payscale (if you are traditional B2B/professional services) to establish your baseline corporate job architecture and salary bands” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd suggest starting with Payscale/CompAnalyst as it's specifically mentioned as ideal for broad US mid-market companies” MiniMax M2.5 · direct prompt · first choice
What the models said about Salary.com
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best all-around for mid-sized companies: Compdata Max / Salary.com” Perplexity Sonar · 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.