Pay equity · October 2026 Edition
Payscale vs Workleap Compensation
One of fourteen models named Payscale first on the direct prompt; three named Workleap Compensation. Payscale was named by thirteen of the fourteen models and Workleap Compensation by ten and Payscale carries 35 labels and Workleap Compensation 13, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
First-choice share11%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 14; printed, not drawn.
Labels3513A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Payscale reading right to left. Rank and label count are printed, not drawn.Syndio was named alongside these two in eight of the fourteen direct answers. Syndio vs Payscale · Syndio vs Workleap Compensation · PayAnalytics vs Payscale
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PayscaleFirst choices, of fourteen modelsWorkleap Compensation
Direct13
Paraphrase51
Comparative10
Budget-constrained00
Scale-constrained00
Negative003 against Workleap Compensation
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Payscale and Workleap Compensation stood in it.
| 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 Workleap Compensation first choice named as an alternative argued againstblank: not namedEach cell is one answer, Payscale on the left and Workleap Compensation on the right.The direct prompt
The plain question, one answer per model, grouped by where Payscale and Workleap Compensation stood in it.
Payscale first, Workleap Compensation not the choice
1 of 14 modelsWorkleap Compensation was named in the answer but not as the choice, or not at all.GPT-6 LunaPayscale alternatives: Syndio, Trusaic PayParity
Workleap Compensation first, Payscale an alternative
3 of 14 modelsPayscale was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Workleap Compensation alternatives: Compport, OpenComp, PayAnalytics, Payscale, Syndio, Trusaic PayParity
Grok 4.1 FastWorkleap Compensation alternatives: Aeqium, HiBob, Payscale
Llama 4 MaverickWorkleap Compensation alternatives: Affirmity, Effy
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.Perplexity SonarAeqium alternatives: HiBob, Payscale, Salary.com Pay Equity, Workleap Compensation
Mistral SmallAeqium alternatives: Sysarb, Workleap Compensation
DeepSeek V4 FlashPayAnalytics alternatives: Compport, Payscale, Syndio
Qwen 3.7 FlashPave alternatives: Payscale, Phodata, Workleap Compensation
Kimi K2PayAnalytics, Syndio alternatives: Payscale, Trusaic PayParity
GLM 4.7 FlashXSyndio alternatives: Aeqium, Affirmity, Compport, Figures, HiBob, Pave, PayAnalytics, Payscale, Workday Pay Equity, beqom Pay Equity
MiniMax M2.5HiBob alternatives: Aeqium, Pave, Payscale, Workleap Compensation
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSyndio alternatives: PayAnalytics, Trusaic PayParity
Gemini 3.5 FlashPayAnalytics alternatives: CandorIQ, Pequity, Syndio, Trusaic PayParity
Muse Glimmer 30BPayAnalytics, beqom Pay Equity alternatives: Syndio, Trusaic PayParity
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Payscale leads by two points.
Payscale4%#5 of 13Workleap Compensation2%#– of 13Mid-marketThe figures above
Payscale leads by four points.
Payscale11%#3 of 14Workleap Compensation7%#5 of 14Enterprise
Level: the same share of first choices.
Payscale0%#5 of 8Workleap Compensation0%#– of 8What the models said about Payscale
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“with a slight lean toward Payscale Ascent if you want the best mix of scalability, benchmarking, and compensation workflows” GPT-5.4 mini · paraphrase prompt · first choice
What the models said about Workleap Compensation
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Lesser-known or smaller tools (e.g., Barley, Deel) may lack the depth required for enterprise-level analysis.” Mistral Small · negative prompt · hard negative
“Tools Lacking Enterprise Depth (e.g., smaller/low-cost options like Barley... flag them as "avoid for scale"” Grok 4.1 Fast · negative prompt · hard negative
“"Avoid for your scale: Smaller tools like Barley ($5/user/month) or Deel lack enterprise depth"” Muse Glimmer 30B · negative prompt · hard negative
“Barley is ideal for mid-market and enterprise HR teams needing simple compensation analytics and pay band management.” Claude Haiku 4.5 · direct prompt · first choice
“Barley - ideal for mid-market and enterprise HR teams needing simple compensation analytics and pay band management.” Llama 4 Maverick · direct prompt · first choice
Also compared
Syndio vs PayscaleSyndio vs Workleap CompensationPayAnalytics vs PayscalePayAnalytics vs Workleap CompensationPayscale vs FiguresPayscale vs PavePayscale vs Trusaic PayParityPayscale vs AeqiumFigures vs Workleap CompensationWorkleap Compensation vs PaveWorkleap Compensation vs Trusaic PayParityWorkleap Compensation vs AeqiumAll twenty-eight head-to-head pages and the full pay equity standing
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.