Compensation management · October 2026 Edition
Pave vs Comprehensive
Two of fourteen models named Pave first on the direct prompt; two named Comprehensive. Pave was named by thirteen of the fourteen models and Comprehensive by eight and Pave carries 34 labels and Comprehensive 16, so the shares are not directly comparable.
Named in six categories this edition.
Named in two categories this edition.
First-choice share18%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 13; printed, not drawn.
Labels3416A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pave reading right to left. Rank and label count are printed, not drawn.Pave vs Ravio · Pave vs CompUp · Pave vs CaptivateIQ
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 management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PaveFirst choices, of fourteen modelsComprehensive
Direct22
Paraphrase32
Comparative50
Budget-constrained40
Scale-constrained11
Negative002 against Pave
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 Pave and Comprehensive 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 | | |
Pave Comprehensive first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pave on the left and Comprehensive on the right.The direct prompt
The plain question, one answer per model, grouped by where Pave and Comprehensive stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.DeepSeek V4 FlashComprehensive, Pave alternatives: CaptivateIQ, Lattice Compensation, Payscale Ascent
Pave first, Comprehensive not the choice
1 of 14 modelsComprehensive was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashCaptivateIQ, Pave alternatives: Barley, Everstage, HiBob, QuotaPath, Salesforce Spiff
Comprehensive first, Pave an alternative
1 of 14 modelsPave was named in the answer but not as the choice, or not at all.Kimi K2Comprehensive alternatives: CaptivateIQ, Lattice Compensate, Pave, Ravio
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral SmallRavio alternatives: CompUp, Pave, Payscale, beqom
GLM 4.7 FlashXPayscale Ascent alternatives: BambooHR Compensation, CompUp, Comprehensive, Figures, Lattice Compensate, Pave, Paycor, Ravio
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5HiBob alternatives: Qobra, Salary.com, Visdum, beqom
GPT-5.4 miniCaptivateIQ alternatives: Everstage, QuotaPath, Spiff
Perplexity SonarCompport alternatives: CaptivateIQ, CompUp, HiBob, Payscale Ascent, Ravio
Grok 4.1 FastPaycom alternatives: Comprehensive.io, HiBob, QuotaPath, Salary.com, Visdum
Llama 4 MaverickCompUp, Paylocity
Qwen 3.7 FlashQuotaPath alternatives: Paylocity, Performio, Ravio, Visdum
MiniMax M2.5CompUp alternatives: CaptivateIQ, Figures, Paylocity, Pequity
GPT-6 LunaCaptivateIQ alternatives: Lattice Compensation, Payscale, Performio, Salesforce Spiff
Muse Glimmer 30Bno first choice
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
Pave leads by eighteen points.
Pave21%#1 of 16Comprehensive4%#6 of 16Mid-marketThe figures above
Enterprise
What the models said about Pave
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“These are generally considered "comp-only" tools and are better suited for companies with fewer than 1,000 employees.” Mistral Small · negative prompt · soft negative
“Pave (Best for Modern B2B & Tech Companies) ... Mid-market companies find the sweet spot in platforms like CaptivateIQ (for sales) and Pave or HiBob” Gemini 3.5 Flash · direct prompt · first choice
“If you need real-time tech benchmarking and want to heavily recruit with transparent visual equity breakdowns, Pave is a frontrunner.” Gemini 3.5 Flash · comparative prompt · first choice
“Best for: real-time market pricing + modern comp planning ... Best for modern comp teams wanting speed and analytics: Pave” GPT-5.4 mini · comparative prompt · first choice
What the models said about Comprehensive
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Prioritize platforms like Comprehensive, Figures.hr, Salary.com CompAnalyst, Paycom, or Ravio, which are frequently recommended for this size” Grok 4.1 Fast · scale prompt · first choice
“Start with Comprehensive if you want an all-in-one platform for salary planning, equity management, and compensation reviews” Kimi K2 · paraphrase prompt · first choice
“I'd recommend evaluating Compport and Comprehensive first since both are specifically positioned for mid-market companies.” Claude Haiku 4.5 · paraphrase prompt · first choice
Also compared
Pave vs RavioPave vs CompUpPave vs CaptivateIQPave vs PaycomPave vs BambooHR CompensationPave vs HiBobRavio vs ComprehensiveComprehensive vs CompUpComprehensive vs CaptivateIQComprehensive vs PaycomComprehensive vs BambooHR CompensationComprehensive vs HiBobAll twenty-eight head-to-head pages and the full compensation management 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.