PayAnalytics vs CompUp
Four of fourteen models named PayAnalytics first on the direct prompt; zero named CompUp. PayAnalytics was named by twelve of the fourteen models and CompUp by eleven and PayAnalytics carries 24 labels and CompUp 17, so the shares are not directly comparable.
Named in one category 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 pay equity page.
By framing
PayAnalyticsFirst choices, of fourteen modelsCompUp
Across every category in the November 2026 Edition, PayAnalytics and CompUp were named in the same answer twelve times, of the 72 answers naming PayAnalytics and the 59 naming CompUp. In those answers CompUp took the first choice one time and PayAnalytics three.
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 4.20 | | | ||||
| 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 | | |
PayAnalytics CompUp first choice named as an alternative argued againstblank: not namedEach cell is one answer, PayAnalytics on the left and CompUp on the right.The direct prompt
PayAnalytics first, CompUp not the choice
4 of 14 modelsCompUp was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
PayAnalytics9%#3 of 13CompUp6%#5 of 13PayAnalytics10%#4 of 15CompUp6%#7 of 15PayAnalytics13%#2 of 7CompUp0%#– of 7What the models said about PayAnalytics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Look into PayAnalytics or OpenComp. They give you statistically defensible, audit-ready reports at a fraction of enterprise pricing.” Gemini 3.5 Flash · budget prompt · first choice
“PayAnalytics (Best Overall Value & Accessibility) ... frequently cited as the best fit for mid-sized organizations” Qwen 3.7 Flash · direct prompt · first choice
“For most mid-market B2B companies, PayAnalytics by beqom is the strongest overall choice” Perplexity Sonar · direct prompt · first choice
What the models said about CompUp
No label in this category carried a quote.
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.