HR AI Index
Index Compensation and total rewards Compensation management › Pave vs Comprehensive
Compensation management · September 2026 Edition

Pave vs Comprehensive

Three of twelve models named Pave first on the direct prompt; two named Comprehensive. Both were named by all twelve models and Pave carries 66 labels and Comprehensive 49, so the shares are not directly comparable.

Pave

accepted challenger

Named in three categories this edition.

Comprehensive

accepted challenger

Named in two categories this edition.

First-choice share18%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 29; printed, not drawn.
Labels6649A 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.Payscale Ascent was named alongside these two in eight of the twelve direct answers. Pave vs Aeqium · Comprehensive vs Aeqium

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
PaveFirst choices, of twelve modelsComprehensive
Direct32
Paraphrase361 against Pave
Comparative401 against Pave
Budget-constrained75
Scale-constrained33
Negative10
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

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 12 modelsThe answer named them together, and the judge labeled each a first choice.
Kimi K2CompLogix, Comprehensive, Pave, Pequity alternatives: Aeqium, CompUp, Compport, Everstage, HiBob, Lattice Compensation

Pave first, Comprehensive an alternative

2 of 12 modelsComprehensive was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashCaptivateIQ, Everstage, Pave alternatives: Aeqium, CompLogix, Compport, Comprehensive, Pequity, Performio, Qobra, QuotaPath
DeepSeek V4 FlashLattice, Pave, QuotaPath alternatives: CaptivateIQ, CompLogix, Compport, Everstage, HiBob, Lattice Compensation, Payscale

Comprehensive first, Pave not the choice

1 of 12 modelsPave was named in the answer but not as the choice, or not at all.
Perplexity SonarComprehensive, HiBob alternatives: CaptivateIQ, CompLogix, Payscale Ascent, Performio, QuotaPath, SalaryCube

Neither was the first choice, one was named

3 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Grok 4.1 FastCompLogix alternatives: Comprehensive, HiBob, Paylocity, Payscale Ascent, Salary.com CompAnalyst, SimplyMerit
GLM 4.7 FlashXAeqium, CompLogix, SalaryCube alternatives: HiBob, Pave, Payscale Ascent, SalaryCube Comp Planning
MiniMax M2.5CompLogix, HiBob HRIS, Paylocity, Payscale Ascent alternatives: HiBob, Pave

Neither was named

5 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5HiBob HRIS, Payscale Ascent, QuotaPath alternatives: Everstage, Lattice, Paycom, Paylocity, Payscale, Xactly
GPT-5.4 miniCaptivateIQ, Lattice Compensation alternatives: HRSoft, Payscale, SAP SuccessFactors Compensation, Varicent, Xactly, Xactly Incent, beqom
Mistral SmallEverstage, HiBob, Payscale Ascent alternatives: CompLogix, Compport, Paylocity, QuotaPath
Llama 4 MaverickEverstage alternatives: HiBob HRIS, Payscale Ascent
Qwen 3.7 FlashDeel, HiBob alternatives: Figures, Lattice, Payfactors, Payscale Ascent, Qommet, Salary.com

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 ten points.
Pave17%#1 of 22
Comprehensive7%#5 of 22
The full small business standing →
Mid-marketThe figures above
Pave leads by three points.
Pave18%#1 of 29
Comprehensive15%#2 of 29
The full mid-market standing →
Enterprise
Pave leads by two points.
Pave2%#10 of 22
Comprehensive0%#– of 22
The full enterprise standing →

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.

“Note: benchmark-first, so execution is lighter.” DeepSeek V4 Flash · comparative prompt · soft negative
“or the equity focus of tools like Pave” Mistral Small · paraphrase prompt · soft negative
“Pave disrupted this by integrating directly with companies' HRIS, ATS, and cap tables to offer real-time, crowdsourced salary and equity benchmarking” Gemini 3.5 Flash · comparative prompt · first choice
“Pave: Excellent if you want built-in, real-time market benchmarking data, tech-forward integrations, and polished total rewards templates.” Gemini 3.5 Flash · scale 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.

“Comprehensive: Best all-in-one platform for replacing spreadsheets with custom, scalable compensation workflows. Suitable for companies with 100 to 2,000 employees.” Llama 4 Maverick · paraphrase prompt · first choice
“Choose Comprehensive if you want the best balance of flexibility, speed, and mid-market fit without going enterprise-heavy.” Perplexity Sonar · direct prompt · first choice
“Highly recommended for mid-sized teams, offering dedicated compensation planning with budget controls and structured approvals.” Mistral Small · paraphrase prompt · first choice
Also compared

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.