Salary.com CompAnalyst vs Comprehensive.io
Zero of fourteen models named Salary.com CompAnalyst first on the direct prompt; zero named Comprehensive.io. Salary.com CompAnalyst was named by twelve of the fourteen models and Comprehensive.io by ten and Salary.com CompAnalyst carries 24 labels and Comprehensive.io 10, 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
Salary.com CompAnalystFirst choices, of fourteen modelsComprehensive.io
Across every category in the October 2026 Edition, Salary.com CompAnalyst and Comprehensive.io were named in the same answer twenty-one times, of the 94 answers naming Salary.com CompAnalyst and the 55 naming Comprehensive.io. In those answers Comprehensive.io took the first choice seven times and Salary.com CompAnalyst one.
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 | | | |
Salary.com CompAnalyst Comprehensive.io first choice named as an alternative argued againstblank: not namedEach cell is one answer, Salary.com CompAnalyst on the left and Comprehensive.io on the right.The direct prompt
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Comprehensive.io8%#3 of 9Salary.com CompAnalyst7%#4 of 9Salary.com CompAnalyst9%#4 of 13Comprehensive.io7%#6 of 13Salary.com CompAnalyst0%#10 of 12Comprehensive.io0%#– of 12What 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
What the models said about Comprehensive.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“starting with free tools like Pave's free tier, Comprehensive.io, or the BLS is recommended” Claude Haiku 4.5 · budget prompt · first choice
“use Pave, Comprehensive.io, or Ravio (free tiers) for deeper, role‑specific insights” GLM 4.7 FlashX · budget prompt · first choice
“Pave Market Data Lite (free) or Comprehensive.io (free)” DeepSeek V4 Flash · budget 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.