Compensation benchmarking data · October 2026 Edition
SalaryCube vs Ravio
Five of fourteen models named SalaryCube first on the direct prompt; two named Ravio. SalaryCube was named by nine of the fourteen models and Ravio by eleven and SalaryCube carries 12 labels and Ravio 26, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
First-choice share10%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%4%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 13; printed, not drawn.
Labels1226A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SalaryCube reading right to left. Rank and label count are printed, not drawn.Pave was named alongside these two in nine of the fourteen direct answers. Pave vs SalaryCube · Pave vs Ravio · Payscale vs SalaryCube
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SalaryCubeFirst choices, of fourteen modelsRavio
Direct521 against SalaryCube · 1 against Ravio
Paraphrase11
Comparative00
Budget-constrained01
Scale-constrained00
Negative01
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 SalaryCube and Ravio 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 | | |
SalaryCube Ravio first choice named as an alternative argued againstblank: not namedEach cell is one answer, SalaryCube on the left and Ravio on the right.The direct prompt
The plain question, one answer per model, grouped by where SalaryCube and Ravio stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallRavio, SalaryCube alternatives: CompUp, Figures
SalaryCube first, Ravio an alternative
4 of 14 modelsRavio was named in the answer but not as the choice, or not at all.Grok 4.1 FastSalaryCube alternatives: Payscale, Salary.com CompAnalyst
Kimi K2Payscale, SalaryCube alternatives: Figures, Pave, Ravio, Salary.com CompAnalyst
MiniMax M2.5SalaryCube alternatives: CompUp, Lattice, Salary.com CompAnalyst
Muse Glimmer 30BSalaryCube alternatives: Pave, Salary.com CompAnalyst
Ravio first, SalaryCube not the choice
1 of 14 modelsSalaryCube was named in the answer but not as the choice, or not at all.Perplexity SonarRavio alternatives: CompUp, Pave, Payfactors, Payscale Ascent, Salary.com CompAnalyst
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Payscale alternatives: Comprehensive, Lattice, Pave, SalaryCube
Gemini 3.5 FlashPave alternatives: Figures, Payscale, Ravio, RepVue, Salary.com CompAnalyst
Qwen 3.7 FlashLattice alternatives: Comprehensive, Deel HR, Pave, SalaryCube
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniPayscale alternatives: Mercer Total Remuneration Survey, Radford, WTW
DeepSeek V4 FlashPayscale alternatives: Pave, Salary.com CompAnalyst
Llama 4 Maverickno first choice
GLM 4.7 FlashXPave, Payscale Ascent alternatives: Figures, Salary.com CompAnalyst
GPT-6 LunaPave alternatives: Mercer Total Remuneration Survey, Payscale, Radford
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
Level: the same share of first choices.
SalaryCube2%#– of 9Ravio2%#5 of 9Mid-marketThe figures above
Enterprise
What the models said about SalaryCube
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Good modern alternative, but less brand recognition and narrower vendor ecosystem.” DeepSeek V4 Flash · direct prompt · soft negative
“SalaryCube "leads for most U.S. organizations due to its daily-updated Bigfoot Live system, transparent pricing, and fast implementation."” Muse Glimmer 30B · direct prompt · first choice
“SalaryCube and Ravio are frequently recommended due to their comprehensive data, ease of use, and fit for mid-market needs.” Mistral Small · direct prompt · first choice
“start with SalaryCube—it's highlighted as the deepest fit in multiple independent comparisons for your scale” Grok 4.1 Fast · direct prompt · first choice
What the models said about Ravio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Europe/tech-leaning—less ideal for general B2B” Grok 4.1 Fast · direct prompt · soft negative
“Real-time compensation platforms (e.g., Ravio, Pave) that pull data directly from HRIS systems with human validation — more current and accurate than surveys” DeepSeek V4 Flash · negative prompt · first choice
“SalaryCube and Ravio are frequently recommended due to their comprehensive data, ease of use, and fit for mid-market needs.” Mistral Small · direct prompt · first choice
Also compared
Pave vs SalaryCubePave vs RavioPayscale vs SalaryCubePayscale vs RavioSalaryCube vs Salary.com CompAnalystSalaryCube vs Comprehensive.ioSalaryCube vs RadfordSalaryCube vs Mercer Total Remuneration SurveySalary.com CompAnalyst vs RavioRavio vs Comprehensive.ioRavio vs RadfordRavio vs Mercer Total Remuneration SurveyAll twenty-eight head-to-head pages and the full compensation benchmarkin 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.